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Bugfixes

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This commit is contained in:
Petrônio Cândido 2021-01-12 20:05:34 -03:00
parent 01198b8b08
commit 51bd6a5b3d
11 changed files with 738 additions and 54 deletions
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docs/build/html/_modules/index.html vendored
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@ -72,6 +72,14 @@
<li><a href="pyFTS/common/Util.html">pyFTS.common.Util</a></li>
<li><a href="pyFTS/common/flrg.html">pyFTS.common.flrg</a></li>
<li><a href="pyFTS/common/fts.html">pyFTS.common.fts</a></li>
<li><a href="pyFTS/common/transformations/boxcox.html">pyFTS.common.transformations.boxcox</a></li>
<li><a href="pyFTS/common/transformations/differential.html">pyFTS.common.transformations.differential</a></li>
<li><a href="pyFTS/common/transformations/normalization.html">pyFTS.common.transformations.normalization</a></li>
<li><a href="pyFTS/common/transformations/roi.html">pyFTS.common.transformations.roi</a></li>
<li><a href="pyFTS/common/transformations/scale.html">pyFTS.common.transformations.scale</a></li>
<li><a href="pyFTS/common/transformations/smoothing.html">pyFTS.common.transformations.smoothing</a></li>
<li><a href="pyFTS/common/transformations/transformation.html">pyFTS.common.transformations.transformation</a></li>
<li><a href="pyFTS/common/transformations/trend.html">pyFTS.common.transformations.trend</a></li>
<li><a href="pyFTS/common/tree.html">pyFTS.common.tree</a></li>
<li><a href="pyFTS/data/AirPassengers.html">pyFTS.data.AirPassengers</a></li>
<li><a href="pyFTS/data/Bitcoin.html">pyFTS.data.Bitcoin</a></li>

187
docs/build/html/genindex.html vendored
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@ -192,6 +192,26 @@
</li>
<li><a href="pyFTS.common.html#pyFTS.common.tree.FLRGTreeNode.appendChild">appendChild() (pyFTS.common.tree.FLRGTreeNode method)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.boxcox.BoxCox.apply">apply() (pyFTS.common.transformations.boxcox.BoxCox method)</a>
<ul>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.differential.Differential.apply">(pyFTS.common.transformations.differential.Differential method)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.normalization.Normalization.apply">(pyFTS.common.transformations.normalization.Normalization method)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.roi.ROI.apply">(pyFTS.common.transformations.roi.ROI method)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.scale.Scale.apply">(pyFTS.common.transformations.scale.Scale method)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.smoothing.ExponentialSmoothing.apply">(pyFTS.common.transformations.smoothing.ExponentialSmoothing method)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.smoothing.MovingAverage.apply">(pyFTS.common.transformations.smoothing.MovingAverage method)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.transformation.Transformation.apply">(pyFTS.common.transformations.transformation.Transformation method)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.trend.LinearTrend.apply">(pyFTS.common.transformations.trend.LinearTrend method)</a>
</li>
</ul></li>
<li><a href="pyFTS.common.html#pyFTS.common.fts.FTS.apply_inverse_transformations">apply_inverse_transformations() (pyFTS.common.fts.FTS method)</a>
<ul>
@ -249,6 +269,8 @@
<li><a href="pyFTS.probabilistic.html#pyFTS.probabilistic.ProbabilityDistribution.ProbabilityDistribution.bins">bins (pyFTS.probabilistic.ProbabilityDistribution.ProbabilityDistribution attribute)</a>
</li>
<li><a href="pyFTS.data.html#pyFTS.data.artificial.SignalEmulator.blip">blip() (pyFTS.data.artificial.SignalEmulator method)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.boxcox.BoxCox">BoxCox (class in pyFTS.common.transformations.boxcox)</a>
</li>
<li><a href="pyFTS.benchmarks.html#pyFTS.benchmarks.Tests.BoxLjungStatistic">BoxLjungStatistic() (in module pyFTS.benchmarks.Tests)</a>
</li>
@ -426,6 +448,8 @@
<h2 id="D">D</h2>
<table style="width: 100%" class="indextable genindextable"><tr>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.trend.LinearTrend.data_field">data_field (pyFTS.common.transformations.trend.LinearTrend attribute)</a>
</li>
<li><a href="pyFTS.models.multivariate.html#pyFTS.models.multivariate.variable.Variable.data_label">data_label (pyFTS.models.multivariate.variable.Variable attribute)</a>
</li>
<li><a href="pyFTS.models.multivariate.html#pyFTS.models.multivariate.variable.Variable.data_type">data_type (pyFTS.models.multivariate.variable.Variable attribute)</a>
@ -433,6 +457,8 @@
<li><a href="pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.DataFrameSeasonalIndexer">DataFrameSeasonalIndexer (class in pyFTS.models.seasonal.SeasonalIndexer)</a>
</li>
<li><a href="pyFTS.models.seasonal.html#pyFTS.models.seasonal.common.DateTime">DateTime (class in pyFTS.models.seasonal.common)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.trend.LinearTrend.datetime_mask">datetime_mask (pyFTS.common.transformations.trend.LinearTrend attribute)</a>
</li>
<li><a href="pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.DateTimeSeasonalIndexer">DateTimeSeasonalIndexer (class in pyFTS.models.seasonal.SeasonalIndexer)</a>
</li>
@ -455,6 +481,8 @@
<li><a href="pyFTS.common.html#pyFTS.common.fts.FTS.detail">detail (pyFTS.common.fts.FTS attribute)</a>
</li>
<li><a href="pyFTS.hyperparam.html#pyFTS.hyperparam.GridSearch.dict_individual">dict_individual() (in module pyFTS.hyperparam.GridSearch)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.differential.Differential">Differential (class in pyFTS.common.transformations.differential)</a>
</li>
<li><a href="pyFTS.probabilistic.html#pyFTS.probabilistic.ProbabilityDistribution.ProbabilityDistribution.differential_offset">differential_offset() (pyFTS.probabilistic.ProbabilityDistribution.ProbabilityDistribution method)</a>
</li>
@ -511,6 +539,8 @@
</li>
</ul></li>
<li><a href="pyFTS.models.nonstationary.html#pyFTS.models.nonstationary.perturbation.exponential">exponential() (in module pyFTS.models.nonstationary.perturbation)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.smoothing.ExponentialSmoothing">ExponentialSmoothing (class in pyFTS.common.transformations.smoothing)</a>
</li>
<li><a href="pyFTS.models.html#pyFTS.models.sadaei.ExponentialyWeightedFLRG">ExponentialyWeightedFLRG (class in pyFTS.models.sadaei)</a>
</li>
@ -883,6 +913,8 @@
<li><a href="pyFTS.common.html#pyFTS.common.FLR.generate_high_order_recurrent_flr">generate_high_order_recurrent_flr() (in module pyFTS.common.FLR)</a>
</li>
<li><a href="pyFTS.common.html#pyFTS.common.FLR.generate_indexed_flrs">generate_indexed_flrs() (in module pyFTS.common.FLR)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.trend.LinearTrend.generate_indexes">generate_indexes() (pyFTS.common.transformations.trend.LinearTrend method)</a>
</li>
<li><a href="pyFTS.models.html#pyFTS.models.hofts.HighOrderFTS.generate_lhs_flrg">generate_lhs_flrg() (pyFTS.models.hofts.HighOrderFTS method)</a>
@ -1279,6 +1311,8 @@
<li><a href="pyFTS.models.html#pyFTS.models.ismailefendi.ImprovedWeightedFLRG">ImprovedWeightedFLRG (class in pyFTS.models.ismailefendi)</a>
</li>
<li><a href="pyFTS.models.html#pyFTS.models.ismailefendi.ImprovedWeightedFTS">ImprovedWeightedFTS (class in pyFTS.models.ismailefendi)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.trend.LinearTrend.increment">increment() (pyFTS.common.transformations.trend.LinearTrend method)</a>
</li>
<li><a href="pyFTS.data.html#pyFTS.data.artificial.SignalEmulator.incremental_gaussian">incremental_gaussian() (pyFTS.data.artificial.SignalEmulator method)</a>
</li>
@ -1291,6 +1325,10 @@
<li><a href="pyFTS.common.html#pyFTS.common.FLR.IndexedFLR.index">index (pyFTS.common.FLR.IndexedFLR attribute)</a>
</li>
<li><a href="pyFTS.common.html#pyFTS.common.SortedCollection.SortedCollection.index">index() (pyFTS.common.SortedCollection.SortedCollection method)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.trend.LinearTrend.index_field">index_field (pyFTS.common.transformations.trend.LinearTrend attribute)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.trend.LinearTrend.index_type">index_type (pyFTS.common.transformations.trend.LinearTrend attribute)</a>
</li>
<li><a href="pyFTS.common.html#pyFTS.common.FLR.IndexedFLR">IndexedFLR (class in pyFTS.common.FLR)</a>
</li>
@ -1304,8 +1342,6 @@
</li>
<li><a href="pyFTS.common.html#pyFTS.common.SortedCollection.SortedCollection.insert">insert() (pyFTS.common.SortedCollection.SortedCollection method)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="pyFTS.benchmarks.html#pyFTS.benchmarks.Util.insert_benchmark">insert_benchmark() (in module pyFTS.benchmarks.Util)</a>
</li>
<li><a href="pyFTS.hyperparam.html#pyFTS.hyperparam.Util.insert_hyperparam">insert_hyperparam() (in module pyFTS.hyperparam.Util)</a>
@ -1314,6 +1350,8 @@
</li>
<li><a href="pyFTS.common.html#pyFTS.common.SortedCollection.SortedCollection.inside">inside() (pyFTS.common.SortedCollection.SortedCollection method)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="pyFTS.benchmarks.html#pyFTS.benchmarks.Util.interval_dataframe_analytic_columns">interval_dataframe_analytic_columns() (in module pyFTS.benchmarks.Util)</a>
</li>
<li><a href="pyFTS.benchmarks.html#pyFTS.benchmarks.Util.interval_dataframe_synthetic_columns">interval_dataframe_synthetic_columns() (in module pyFTS.benchmarks.Util)</a>
@ -1328,12 +1366,36 @@
</li>
<li><a href="pyFTS.models.html#pyFTS.models.ifts.IntervalFTS">IntervalFTS (class in pyFTS.models.ifts)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.boxcox.BoxCox.inverse">inverse() (pyFTS.common.transformations.boxcox.BoxCox method)</a>
<ul>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.differential.Differential.inverse">(pyFTS.common.transformations.differential.Differential method)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.normalization.Normalization.inverse">(pyFTS.common.transformations.normalization.Normalization method)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.roi.ROI.inverse">(pyFTS.common.transformations.roi.ROI method)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.scale.Scale.inverse">(pyFTS.common.transformations.scale.Scale method)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.smoothing.ExponentialSmoothing.inverse">(pyFTS.common.transformations.smoothing.ExponentialSmoothing method)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.smoothing.MovingAverage.inverse">(pyFTS.common.transformations.smoothing.MovingAverage method)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.transformation.Transformation.inverse">(pyFTS.common.transformations.transformation.Transformation method)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.trend.LinearTrend.inverse">(pyFTS.common.transformations.trend.LinearTrend method)</a>
</li>
</ul></li>
<li><a href="pyFTS.common.html#pyFTS.common.fts.FTS.is_clustered">is_clustered (pyFTS.common.fts.FTS attribute)</a>
</li>
<li><a href="pyFTS.common.html#pyFTS.common.fts.FTS.is_high_order">is_high_order (pyFTS.common.fts.FTS attribute)</a>
</li>
<li><a href="pyFTS.common.html#pyFTS.common.fts.FTS.is_multivariate">is_multivariate (pyFTS.common.fts.FTS attribute)</a>
<ul>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.transformation.Transformation.is_multivariate">(pyFTS.common.transformations.transformation.Transformation attribute)</a>
</li>
</ul></li>
<li><a href="pyFTS.common.html#pyFTS.common.fts.FTS.is_time_variant">is_time_variant (pyFTS.common.fts.FTS attribute)</a>
</li>
<li><a href="pyFTS.common.html#pyFTS.common.fts.FTS.is_wrapper">is_wrapper (pyFTS.common.fts.FTS attribute)</a>
@ -1389,10 +1451,12 @@
<li><a href="pyFTS.models.nonstationary.html#pyFTS.models.nonstationary.perturbation.linear">linear() (in module pyFTS.models.nonstationary.perturbation)</a>
</li>
<li><a href="pyFTS.benchmarks.html#pyFTS.benchmarks.quantreg.QuantileRegression.linearmodel">linearmodel() (pyFTS.benchmarks.quantreg.QuantileRegression method)</a>
</li>
<li><a href="pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.LinearSeasonalIndexer">LinearSeasonalIndexer (class in pyFTS.models.seasonal.SeasonalIndexer)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="pyFTS.models.seasonal.html#pyFTS.models.seasonal.SeasonalIndexer.LinearSeasonalIndexer">LinearSeasonalIndexer (class in pyFTS.models.seasonal.SeasonalIndexer)</a>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.trend.LinearTrend">LinearTrend (class in pyFTS.common.transformations.trend)</a>
</li>
<li><a href="pyFTS.benchmarks.html#pyFTS.benchmarks.ResidualAnalysis.ljung_box_test">ljung_box_test() (in module pyFTS.benchmarks.ResidualAnalysis)</a>
</li>
@ -1470,9 +1534,11 @@
</li>
<li><a href="pyFTS.models.seasonal.html#pyFTS.models.seasonal.common.DateTime.minute_of_year">minute_of_year (pyFTS.models.seasonal.common.DateTime attribute)</a>
</li>
<li><a href="pyFTS.models.incremental.html#pyFTS.models.incremental.TimeVariant.Retrainer.model">model (pyFTS.models.incremental.TimeVariant.Retrainer attribute)</a>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.trend.LinearTrend.model">model (pyFTS.common.transformations.trend.LinearTrend attribute)</a>
<ul>
<li><a href="pyFTS.models.incremental.html#pyFTS.models.incremental.TimeVariant.Retrainer.model">(pyFTS.models.incremental.TimeVariant.Retrainer attribute)</a>
</li>
<li><a href="pyFTS.models.multivariate.html#pyFTS.models.multivariate.cmvfts.ClusteredMVFTS.model">(pyFTS.models.multivariate.cmvfts.ClusteredMVFTS attribute)</a>
</li>
<li><a href="pyFTS.models.multivariate.html#pyFTS.models.multivariate.granular.GranularWMVFTS.model">(pyFTS.models.multivariate.granular.GranularWMVFTS attribute)</a>
@ -1523,6 +1589,24 @@
<li><a href="pyFTS.common.html#module-pyFTS.common.Membership">pyFTS.common.Membership</a>
</li>
<li><a href="pyFTS.common.html#module-pyFTS.common.SortedCollection">pyFTS.common.SortedCollection</a>
</li>
<li><a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations">pyFTS.common.transformations</a>
</li>
<li><a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.boxcox">pyFTS.common.transformations.boxcox</a>
</li>
<li><a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.differential">pyFTS.common.transformations.differential</a>
</li>
<li><a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.normalization">pyFTS.common.transformations.normalization</a>
</li>
<li><a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.roi">pyFTS.common.transformations.roi</a>
</li>
<li><a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.scale">pyFTS.common.transformations.scale</a>
</li>
<li><a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.smoothing">pyFTS.common.transformations.smoothing</a>
</li>
<li><a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.transformation">pyFTS.common.transformations.transformation</a>
</li>
<li><a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.trend">pyFTS.common.transformations.trend</a>
</li>
<li><a href="pyFTS.common.html#module-pyFTS.common.tree">pyFTS.common.tree</a>
</li>
@ -1710,6 +1794,8 @@
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="pyFTS.models.seasonal.html#pyFTS.models.seasonal.common.DateTime.month">month (pyFTS.models.seasonal.common.DateTime attribute)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.smoothing.MovingAverage">MovingAverage (class in pyFTS.common.transformations.smoothing)</a>
</li>
<li><a href="pyFTS.models.seasonal.html#pyFTS.models.seasonal.msfts.MultiSeasonalFTS">MultiSeasonalFTS (class in pyFTS.models.seasonal.msfts)</a>
</li>
@ -1758,6 +1844,8 @@
<li><a href="pyFTS.models.nonstationary.html#pyFTS.models.nonstationary.flrg.NonStationaryFLRG">NonStationaryFLRG (class in pyFTS.models.nonstationary.flrg)</a>
</li>
<li><a href="pyFTS.models.nonstationary.html#pyFTS.models.nonstationary.nsfts.NonStationaryFTS">NonStationaryFTS (class in pyFTS.models.nonstationary.nsfts)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.normalization.Normalization">Normalization (class in pyFTS.common.transformations.normalization)</a>
</li>
<li><a href="pyFTS.models.incremental.html#pyFTS.models.incremental.IncrementalEnsemble.IncrementalEnsembleFTS.num_models">num_models (pyFTS.models.incremental.IncrementalEnsemble.IncrementalEnsembleFTS attribute)</a>
</li>
@ -1807,6 +1895,14 @@
<ul>
<li><a href="pyFTS.models.ensemble.html#pyFTS.models.ensemble.ensemble.EnsembleFTS.parameters">(pyFTS.models.ensemble.ensemble.EnsembleFTS attribute)</a>
</li>
</ul></li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.boxcox.BoxCox.parameters">parameters() (pyFTS.common.transformations.boxcox.BoxCox property)</a>
<ul>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.differential.Differential.parameters">(pyFTS.common.transformations.differential.Differential property)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.scale.Scale.parameters">(pyFTS.common.transformations.scale.Scale property)</a>
</li>
</ul></li>
<li><a href="pyFTS.common.html#pyFTS.common.FuzzySet.FuzzySet.partition_function">partition_function() (pyFTS.common.FuzzySet.FuzzySet method)</a>
@ -2145,6 +2241,69 @@
<ul>
<li><a href="pyFTS.common.html#module-pyFTS.common.SortedCollection">module</a>
</li>
</ul></li>
<li>
pyFTS.common.transformations
<ul>
<li><a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations">module</a>
</li>
</ul></li>
<li>
pyFTS.common.transformations.boxcox
<ul>
<li><a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.boxcox">module</a>
</li>
</ul></li>
<li>
pyFTS.common.transformations.differential
<ul>
<li><a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.differential">module</a>
</li>
</ul></li>
<li>
pyFTS.common.transformations.normalization
<ul>
<li><a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.normalization">module</a>
</li>
</ul></li>
<li>
pyFTS.common.transformations.roi
<ul>
<li><a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.roi">module</a>
</li>
</ul></li>
<li>
pyFTS.common.transformations.scale
<ul>
<li><a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.scale">module</a>
</li>
</ul></li>
<li>
pyFTS.common.transformations.smoothing
<ul>
<li><a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.smoothing">module</a>
</li>
</ul></li>
<li>
pyFTS.common.transformations.transformation
<ul>
<li><a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.transformation">module</a>
</li>
</ul></li>
<li>
pyFTS.common.transformations.trend
<ul>
<li><a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.trend">module</a>
</li>
</ul></li>
<li>
@ -2196,6 +2355,8 @@
<li><a href="pyFTS.data.html#module-pyFTS.data.Bitcoin">module</a>
</li>
</ul></li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li>
pyFTS.data.common
@ -2231,8 +2392,6 @@
<li><a href="pyFTS.data.html#module-pyFTS.data.EURGBP">module</a>
</li>
</ul></li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li>
pyFTS.data.EURUSD
@ -2830,15 +2989,17 @@
<li><a href="pyFTS.common.html#pyFTS.common.flrg.FLRG.RHS">(pyFTS.common.flrg.FLRG attribute)</a>
</li>
</ul></li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="pyFTS.models.html#pyFTS.models.pwfts.ProbabilisticWeightedFLRG.rhs_conditional_probability">rhs_conditional_probability() (pyFTS.models.pwfts.ProbabilisticWeightedFLRG method)</a>
</li>
</ul></td>
<td style="width: 33%; vertical-align: top;"><ul>
<li><a href="pyFTS.models.html#pyFTS.models.pwfts.ProbabilisticWeightedFLRG.rhs_unconditional_probability">rhs_unconditional_probability() (pyFTS.models.pwfts.ProbabilisticWeightedFLRG method)</a>
</li>
<li><a href="pyFTS.benchmarks.html#pyFTS.benchmarks.Measures.rmse">rmse() (in module pyFTS.benchmarks.Measures)</a>
</li>
<li><a href="pyFTS.benchmarks.html#pyFTS.benchmarks.Measures.rmse_interval">rmse_interval() (in module pyFTS.benchmarks.Measures)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.roi.ROI">ROI (class in pyFTS.common.transformations.roi)</a>
</li>
<li><a href="pyFTS.data.html#pyFTS.data.artificial.SignalEmulator.run">run() (pyFTS.data.artificial.SignalEmulator method)</a>
</li>
@ -2867,6 +3028,8 @@
<li><a href="pyFTS.benchmarks.html#pyFTS.benchmarks.Util.save_dataframe_point">save_dataframe_point() (in module pyFTS.benchmarks.Util)</a>
</li>
<li><a href="pyFTS.benchmarks.html#pyFTS.benchmarks.Util.save_dataframe_probabilistic">save_dataframe_probabilistic() (in module pyFTS.benchmarks.Util)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.scale.Scale">Scale (class in pyFTS.common.transformations.scale)</a>
</li>
<li><a href="pyFTS.benchmarks.html#pyFTS.benchmarks.Util.scale">scale() (in module pyFTS.benchmarks.Util)</a>
</li>
@ -3022,6 +3185,10 @@
<li><a href="pyFTS.benchmarks.html#pyFTS.benchmarks.quantreg.QuantileRegression.train">(pyFTS.benchmarks.quantreg.QuantileRegression method)</a>
</li>
<li><a href="pyFTS.common.html#pyFTS.common.fts.FTS.train">(pyFTS.common.fts.FTS method)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.normalization.Normalization.train">(pyFTS.common.transformations.normalization.Normalization method)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.trend.LinearTrend.train">(pyFTS.common.transformations.trend.LinearTrend method)</a>
</li>
<li><a href="pyFTS.models.html#pyFTS.models.chen.ConventionalFTS.train">(pyFTS.models.chen.ConventionalFTS method)</a>
</li>
@ -3086,6 +3253,8 @@
<li><a href="pyFTS.models.seasonal.html#pyFTS.models.seasonal.common.FuzzySet.transform">(pyFTS.models.seasonal.common.FuzzySet method)</a>
</li>
</ul></li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.transformation.Transformation">Transformation (class in pyFTS.common.transformations.transformation)</a>
</li>
<li><a href="pyFTS.models.multivariate.html#pyFTS.models.multivariate.variable.Variable.transformation">transformation (pyFTS.models.multivariate.variable.Variable attribute)</a>
<ul>
@ -3097,6 +3266,8 @@
<li><a href="pyFTS.common.html#pyFTS.common.fts.FTS.transformations_param">transformations_param (pyFTS.common.fts.FTS attribute)</a>
</li>
<li><a href="pyFTS.common.html#pyFTS.common.Membership.trapmf">trapmf() (in module pyFTS.common.Membership)</a>
</li>
<li><a href="pyFTS.common.transformations.html#pyFTS.common.transformations.trend.LinearTrend.trend">trend() (pyFTS.common.transformations.trend.LinearTrend method)</a>
</li>
<li><a href="pyFTS.models.html#pyFTS.models.cheng.TrendWeightedFLRG">TrendWeightedFLRG (class in pyFTS.models.cheng)</a>
</li>

18
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@ -98,18 +98,18 @@
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="pyFTS.common.transformations.html">pyFTS.common.transformations package</a><ul>
<li class="toctree-l4"><a class="reference internal" href="pyFTS.common.transformations.html#module-contents">Module contents</a></li>
<li class="toctree-l4"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations">Module contents</a></li>
<li class="toctree-l4"><a class="reference internal" href="pyFTS.common.transformations.html#submodules">Submodules</a></li>
<li class="toctree-l4"><a class="reference internal" href="pyFTS.common.transformations.html#pyfts-common-transformations-adapativeexpectation-module">pyFTS.common.transformations.adapativeexpectation module</a></li>
<li class="toctree-l4"><a class="reference internal" href="pyFTS.common.transformations.html#pyfts-common-transformations-boxcox-module">pyFTS.common.transformations.boxcox module</a></li>
<li class="toctree-l4"><a class="reference internal" href="pyFTS.common.transformations.html#pyfts-common-transformations-differential-module">pyFTS.common.transformations.differential module</a></li>
<li class="toctree-l4"><a class="reference internal" href="pyFTS.common.transformations.html#pyfts-common-transformations-normalization-module">pyFTS.common.transformations.normalization module</a></li>
<li class="toctree-l4"><a class="reference internal" href="pyFTS.common.transformations.html#pyfts-common-transformations-roi-module">pyFTS.common.transformations.roi module</a></li>
<li class="toctree-l4"><a class="reference internal" href="pyFTS.common.transformations.html#pyfts-common-transformations-scale-module">pyFTS.common.transformations.scale module</a></li>
<li class="toctree-l4"><a class="reference internal" href="pyFTS.common.transformations.html#pyfts-common-transformations-smoothing-module">pyFTS.common.transformations.smoothing module</a></li>
<li class="toctree-l4"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.boxcox">pyFTS.common.transformations.boxcox module</a></li>
<li class="toctree-l4"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.differential">pyFTS.common.transformations.differential module</a></li>
<li class="toctree-l4"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.normalization">pyFTS.common.transformations.normalization module</a></li>
<li class="toctree-l4"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.roi">pyFTS.common.transformations.roi module</a></li>
<li class="toctree-l4"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.scale">pyFTS.common.transformations.scale module</a></li>
<li class="toctree-l4"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.smoothing">pyFTS.common.transformations.smoothing module</a></li>
<li class="toctree-l4"><a class="reference internal" href="pyFTS.common.transformations.html#pyfts-common-transformations-som-module">pyFTS.common.transformations.som module</a></li>
<li class="toctree-l4"><a class="reference internal" href="pyFTS.common.transformations.html#pyfts-common-transformations-transformation-module">pyFTS.common.transformations.transformation module</a></li>
<li class="toctree-l4"><a class="reference internal" href="pyFTS.common.transformations.html#pyfts-common-transformations-trend-module">pyFTS.common.transformations.trend module</a></li>
<li class="toctree-l4"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.transformation">pyFTS.common.transformations.transformation module</a></li>
<li class="toctree-l4"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.trend">pyFTS.common.transformations.trend module</a></li>
</ul>
</li>
<li class="toctree-l3"><a class="reference internal" href="pyFTS.data.html">pyFTS.data package</a><ul>

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45
docs/build/html/py-modindex.html vendored
View File

@ -168,6 +168,51 @@
<td>&#160;&#160;&#160;
<a href="pyFTS.common.html#module-pyFTS.common.SortedCollection"><code class="xref">pyFTS.common.SortedCollection</code></a></td><td>
<em></em></td></tr>
<tr class="cg-1">
<td></td>
<td>&#160;&#160;&#160;
<a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations"><code class="xref">pyFTS.common.transformations</code></a></td><td>
<em></em></td></tr>
<tr class="cg-1">
<td></td>
<td>&#160;&#160;&#160;
<a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.boxcox"><code class="xref">pyFTS.common.transformations.boxcox</code></a></td><td>
<em></em></td></tr>
<tr class="cg-1">
<td></td>
<td>&#160;&#160;&#160;
<a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.differential"><code class="xref">pyFTS.common.transformations.differential</code></a></td><td>
<em></em></td></tr>
<tr class="cg-1">
<td></td>
<td>&#160;&#160;&#160;
<a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.normalization"><code class="xref">pyFTS.common.transformations.normalization</code></a></td><td>
<em></em></td></tr>
<tr class="cg-1">
<td></td>
<td>&#160;&#160;&#160;
<a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.roi"><code class="xref">pyFTS.common.transformations.roi</code></a></td><td>
<em></em></td></tr>
<tr class="cg-1">
<td></td>
<td>&#160;&#160;&#160;
<a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.scale"><code class="xref">pyFTS.common.transformations.scale</code></a></td><td>
<em></em></td></tr>
<tr class="cg-1">
<td></td>
<td>&#160;&#160;&#160;
<a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.smoothing"><code class="xref">pyFTS.common.transformations.smoothing</code></a></td><td>
<em></em></td></tr>
<tr class="cg-1">
<td></td>
<td>&#160;&#160;&#160;
<a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.transformation"><code class="xref">pyFTS.common.transformations.transformation</code></a></td><td>
<em></em></td></tr>
<tr class="cg-1">
<td></td>
<td>&#160;&#160;&#160;
<a href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.trend"><code class="xref">pyFTS.common.transformations.trend</code></a></td><td>
<em></em></td></tr>
<tr class="cg-1">
<td></td>
<td>&#160;&#160;&#160;

514
docs/build/html/pyFTS.common.transformations.html vendored
View File

@ -65,8 +65,8 @@
<div class="section" id="pyfts-common-transformations-package">
<h1>pyFTS.common.transformations package<a class="headerlink" href="#pyfts-common-transformations-package" title="Permalink to this headline"></a></h1>
<div class="section" id="module-contents">
<h2>Module contents<a class="headerlink" href="#module-contents" title="Permalink to this headline"></a></h2>
<div class="section" id="module-pyFTS.common.transformations">
<span id="module-contents"></span><h2>Module contents<a class="headerlink" href="#module-pyFTS.common.transformations" title="Permalink to this headline"></a></h2>
</div>
<div class="section" id="submodules">
<h2>Submodules<a class="headerlink" href="#submodules" title="Permalink to this headline"></a></h2>
@ -74,32 +74,492 @@
<div class="section" id="pyfts-common-transformations-adapativeexpectation-module">
<h2>pyFTS.common.transformations.adapativeexpectation module<a class="headerlink" href="#pyfts-common-transformations-adapativeexpectation-module" title="Permalink to this headline"></a></h2>
</div>
<div class="section" id="pyfts-common-transformations-boxcox-module">
<h2>pyFTS.common.transformations.boxcox module<a class="headerlink" href="#pyfts-common-transformations-boxcox-module" title="Permalink to this headline"></a></h2>
<div class="section" id="module-pyFTS.common.transformations.boxcox">
<span id="pyfts-common-transformations-boxcox-module"></span><h2>pyFTS.common.transformations.boxcox module<a class="headerlink" href="#module-pyFTS.common.transformations.boxcox" title="Permalink to this headline"></a></h2>
<dl class="py class">
<dt id="pyFTS.common.transformations.boxcox.BoxCox">
<em class="property">class </em><code class="sig-prename descclassname">pyFTS.common.transformations.boxcox.</code><code class="sig-name descname">BoxCox</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">plambda</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/boxcox.html#BoxCox"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.boxcox.BoxCox" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference internal" href="#pyFTS.common.transformations.transformation.Transformation" title="pyFTS.common.transformations.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">pyFTS.common.transformations.transformation.Transformation</span></code></a></p>
<p>Box-Cox power transformation</p>
<p>y’(t) = log( y(t) )
y(t) = exp( y’(t) )</p>
<dl class="py method">
<dt id="pyFTS.common.transformations.boxcox.BoxCox.apply">
<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em>, <em class="sig-param"><span class="n">param</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/boxcox.html#BoxCox.apply"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.boxcox.BoxCox.apply" title="Permalink to this definition"></a></dt>
<dd><p>Apply the transformation on input data</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>data</strong> – input data</p></li>
<li><p><strong>param</strong> – </p></li>
<li><p><strong>kwargs</strong> – </p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>numpy array with transformed data</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="pyFTS.common.transformations.boxcox.BoxCox.inverse">
<code class="sig-name descname">inverse</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em>, <em class="sig-param"><span class="n">param</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/boxcox.html#BoxCox.inverse"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.boxcox.BoxCox.inverse" title="Permalink to this definition"></a></dt>
<dd><dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>data</strong> – transformed data</p></li>
<li><p><strong>param</strong> – </p></li>
<li><p><strong>kwargs</strong> – </p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>numpy array with inverse transformed data</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="pyFTS.common.transformations.boxcox.BoxCox.parameters">
<em class="property">property </em><code class="sig-name descname">parameters</code><a class="headerlink" href="#pyFTS.common.transformations.boxcox.BoxCox.parameters" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
</dd></dl>
</div>
<div class="section" id="pyfts-common-transformations-differential-module">
<h2>pyFTS.common.transformations.differential module<a class="headerlink" href="#pyfts-common-transformations-differential-module" title="Permalink to this headline"></a></h2>
<div class="section" id="module-pyFTS.common.transformations.differential">
<span id="pyfts-common-transformations-differential-module"></span><h2>pyFTS.common.transformations.differential module<a class="headerlink" href="#module-pyFTS.common.transformations.differential" title="Permalink to this headline"></a></h2>
<dl class="py class">
<dt id="pyFTS.common.transformations.differential.Differential">
<em class="property">class </em><code class="sig-prename descclassname">pyFTS.common.transformations.differential.</code><code class="sig-name descname">Differential</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">lag</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/differential.html#Differential"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.differential.Differential" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference internal" href="#pyFTS.common.transformations.transformation.Transformation" title="pyFTS.common.transformations.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">pyFTS.common.transformations.transformation.Transformation</span></code></a></p>
<p>Differentiation data transform</p>
<p>y’(t) = y(t) - y(t-1)
y(t) = y(t-1) + y’(t)</p>
<dl class="py method">
<dt id="pyFTS.common.transformations.differential.Differential.apply">
<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em>, <em class="sig-param"><span class="n">param</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/differential.html#Differential.apply"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.differential.Differential.apply" title="Permalink to this definition"></a></dt>
<dd><p>Apply the transformation on input data</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>data</strong> – input data</p></li>
<li><p><strong>param</strong> – </p></li>
<li><p><strong>kwargs</strong> – </p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>numpy array with transformed data</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="pyFTS.common.transformations.differential.Differential.inverse">
<code class="sig-name descname">inverse</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em>, <em class="sig-param"><span class="n">param</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/differential.html#Differential.inverse"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.differential.Differential.inverse" title="Permalink to this definition"></a></dt>
<dd><dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>data</strong> – transformed data</p></li>
<li><p><strong>param</strong> – </p></li>
<li><p><strong>kwargs</strong> – </p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>numpy array with inverse transformed data</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="pyFTS.common.transformations.differential.Differential.parameters">
<em class="property">property </em><code class="sig-name descname">parameters</code><a class="headerlink" href="#pyFTS.common.transformations.differential.Differential.parameters" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
</dd></dl>
</div>
<div class="section" id="pyfts-common-transformations-normalization-module">
<h2>pyFTS.common.transformations.normalization module<a class="headerlink" href="#pyfts-common-transformations-normalization-module" title="Permalink to this headline"></a></h2>
<div class="section" id="module-pyFTS.common.transformations.normalization">
<span id="pyfts-common-transformations-normalization-module"></span><h2>pyFTS.common.transformations.normalization module<a class="headerlink" href="#module-pyFTS.common.transformations.normalization" title="Permalink to this headline"></a></h2>
<dl class="py class">
<dt id="pyFTS.common.transformations.normalization.Normalization">
<em class="property">class </em><code class="sig-prename descclassname">pyFTS.common.transformations.normalization.</code><code class="sig-name descname">Normalization</code><span class="sig-paren">(</span><em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/normalization.html#Normalization"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.normalization.Normalization" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference internal" href="#pyFTS.common.transformations.transformation.Transformation" title="pyFTS.common.transformations.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">pyFTS.common.transformations.transformation.Transformation</span></code></a></p>
<dl class="py method">
<dt id="pyFTS.common.transformations.normalization.Normalization.apply">
<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em>, <em class="sig-param"><span class="n">param</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/normalization.html#Normalization.apply"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.normalization.Normalization.apply" title="Permalink to this definition"></a></dt>
<dd><p>Apply the transformation on input data</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>data</strong> – input data</p></li>
<li><p><strong>param</strong> – </p></li>
<li><p><strong>kwargs</strong> – </p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>numpy array with transformed data</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="pyFTS.common.transformations.normalization.Normalization.inverse">
<code class="sig-name descname">inverse</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em>, <em class="sig-param"><span class="n">param</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/normalization.html#Normalization.inverse"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.normalization.Normalization.inverse" title="Permalink to this definition"></a></dt>
<dd><dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>data</strong> – transformed data</p></li>
<li><p><strong>param</strong> – </p></li>
<li><p><strong>kwargs</strong> – </p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>numpy array with inverse transformed data</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="pyFTS.common.transformations.normalization.Normalization.train">
<code class="sig-name descname">train</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/normalization.html#Normalization.train"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.normalization.Normalization.train" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
</dd></dl>
</div>
<div class="section" id="pyfts-common-transformations-roi-module">
<h2>pyFTS.common.transformations.roi module<a class="headerlink" href="#pyfts-common-transformations-roi-module" title="Permalink to this headline"></a></h2>
<div class="section" id="module-pyFTS.common.transformations.roi">
<span id="pyfts-common-transformations-roi-module"></span><h2>pyFTS.common.transformations.roi module<a class="headerlink" href="#module-pyFTS.common.transformations.roi" title="Permalink to this headline"></a></h2>
<dl class="py class">
<dt id="pyFTS.common.transformations.roi.ROI">
<em class="property">class </em><code class="sig-prename descclassname">pyFTS.common.transformations.roi.</code><code class="sig-name descname">ROI</code><span class="sig-paren">(</span><em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/roi.html#ROI"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.roi.ROI" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference internal" href="#pyFTS.common.transformations.transformation.Transformation" title="pyFTS.common.transformations.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">pyFTS.common.transformations.transformation.Transformation</span></code></a></p>
<p>Return of Investment (ROI) transformation. Retrieved from Sadaei and Lee (2014) - Multilayer Stock
Forecasting Model Using Fuzzy Time Series</p>
<p>y’(t) = ( y(t) - y(t-1) ) / y(t-1)
y(t) = ( y(t-1) * y’(t) ) + y(t-1)</p>
<dl class="py method">
<dt id="pyFTS.common.transformations.roi.ROI.apply">
<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em>, <em class="sig-param"><span class="n">param</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/roi.html#ROI.apply"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.roi.ROI.apply" title="Permalink to this definition"></a></dt>
<dd><p>Apply the transformation on input data</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>data</strong> – input data</p></li>
<li><p><strong>param</strong> – </p></li>
<li><p><strong>kwargs</strong> – </p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>numpy array with transformed data</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="pyFTS.common.transformations.roi.ROI.inverse">
<code class="sig-name descname">inverse</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em>, <em class="sig-param"><span class="n">param</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/roi.html#ROI.inverse"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.roi.ROI.inverse" title="Permalink to this definition"></a></dt>
<dd><dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>data</strong> – transformed data</p></li>
<li><p><strong>param</strong> – </p></li>
<li><p><strong>kwargs</strong> – </p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>numpy array with inverse transformed data</p>
</dd>
</dl>
</dd></dl>
</dd></dl>
</div>
<div class="section" id="pyfts-common-transformations-scale-module">
<h2>pyFTS.common.transformations.scale module<a class="headerlink" href="#pyfts-common-transformations-scale-module" title="Permalink to this headline"></a></h2>
<div class="section" id="module-pyFTS.common.transformations.scale">
<span id="pyfts-common-transformations-scale-module"></span><h2>pyFTS.common.transformations.scale module<a class="headerlink" href="#module-pyFTS.common.transformations.scale" title="Permalink to this headline"></a></h2>
<dl class="py class">
<dt id="pyFTS.common.transformations.scale.Scale">
<em class="property">class </em><code class="sig-prename descclassname">pyFTS.common.transformations.scale.</code><code class="sig-name descname">Scale</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">min</span><span class="o">=</span><span class="default_value">0</span></em>, <em class="sig-param"><span class="n">max</span><span class="o">=</span><span class="default_value">1</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/scale.html#Scale"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.scale.Scale" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference internal" href="#pyFTS.common.transformations.transformation.Transformation" title="pyFTS.common.transformations.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">pyFTS.common.transformations.transformation.Transformation</span></code></a></p>
<p>Scale data inside a interval [min, max]</p>
<dl class="py method">
<dt id="pyFTS.common.transformations.scale.Scale.apply">
<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em>, <em class="sig-param"><span class="n">param</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/scale.html#Scale.apply"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.scale.Scale.apply" title="Permalink to this definition"></a></dt>
<dd><p>Apply the transformation on input data</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>data</strong> – input data</p></li>
<li><p><strong>param</strong> – </p></li>
<li><p><strong>kwargs</strong> – </p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>numpy array with transformed data</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="pyFTS.common.transformations.scale.Scale.inverse">
<code class="sig-name descname">inverse</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em>, <em class="sig-param"><span class="n">param</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/scale.html#Scale.inverse"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.scale.Scale.inverse" title="Permalink to this definition"></a></dt>
<dd><dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>data</strong> – transformed data</p></li>
<li><p><strong>param</strong> – </p></li>
<li><p><strong>kwargs</strong> – </p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>numpy array with inverse transformed data</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="pyFTS.common.transformations.scale.Scale.parameters">
<em class="property">property </em><code class="sig-name descname">parameters</code><a class="headerlink" href="#pyFTS.common.transformations.scale.Scale.parameters" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
</dd></dl>
</div>
<div class="section" id="pyfts-common-transformations-smoothing-module">
<h2>pyFTS.common.transformations.smoothing module<a class="headerlink" href="#pyfts-common-transformations-smoothing-module" title="Permalink to this headline"></a></h2>
<div class="section" id="module-pyFTS.common.transformations.smoothing">
<span id="pyfts-common-transformations-smoothing-module"></span><h2>pyFTS.common.transformations.smoothing module<a class="headerlink" href="#module-pyFTS.common.transformations.smoothing" title="Permalink to this headline"></a></h2>
<dl class="py class">
<dt id="pyFTS.common.transformations.smoothing.ExponentialSmoothing">
<em class="property">class </em><code class="sig-prename descclassname">pyFTS.common.transformations.smoothing.</code><code class="sig-name descname">ExponentialSmoothing</code><span class="sig-paren">(</span><em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/smoothing.html#ExponentialSmoothing"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.smoothing.ExponentialSmoothing" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference internal" href="#pyFTS.common.transformations.transformation.Transformation" title="pyFTS.common.transformations.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">pyFTS.common.transformations.transformation.Transformation</span></code></a></p>
<dl class="py method">
<dt id="pyFTS.common.transformations.smoothing.ExponentialSmoothing.apply">
<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em>, <em class="sig-param"><span class="n">param</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/smoothing.html#ExponentialSmoothing.apply"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.smoothing.ExponentialSmoothing.apply" title="Permalink to this definition"></a></dt>
<dd><p>Apply the transformation on input data</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>data</strong> – input data</p></li>
<li><p><strong>param</strong> – </p></li>
<li><p><strong>kwargs</strong> – </p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>numpy array with transformed data</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="pyFTS.common.transformations.smoothing.ExponentialSmoothing.inverse">
<code class="sig-name descname">inverse</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em>, <em class="sig-param"><span class="n">param</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/smoothing.html#ExponentialSmoothing.inverse"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.smoothing.ExponentialSmoothing.inverse" title="Permalink to this definition"></a></dt>
<dd><dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>data</strong> – transformed data</p></li>
<li><p><strong>param</strong> – </p></li>
<li><p><strong>kwargs</strong> – </p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>numpy array with inverse transformed data</p>
</dd>
</dl>
</dd></dl>
</dd></dl>
<dl class="py class">
<dt id="pyFTS.common.transformations.smoothing.MovingAverage">
<em class="property">class </em><code class="sig-prename descclassname">pyFTS.common.transformations.smoothing.</code><code class="sig-name descname">MovingAverage</code><span class="sig-paren">(</span><em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/smoothing.html#MovingAverage"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.smoothing.MovingAverage" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference internal" href="#pyFTS.common.transformations.transformation.Transformation" title="pyFTS.common.transformations.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">pyFTS.common.transformations.transformation.Transformation</span></code></a></p>
<dl class="py method">
<dt id="pyFTS.common.transformations.smoothing.MovingAverage.apply">
<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em>, <em class="sig-param"><span class="n">param</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/smoothing.html#MovingAverage.apply"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.smoothing.MovingAverage.apply" title="Permalink to this definition"></a></dt>
<dd><p>Apply the transformation on input data</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>data</strong> – input data</p></li>
<li><p><strong>param</strong> – </p></li>
<li><p><strong>kwargs</strong> – </p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>numpy array with transformed data</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="pyFTS.common.transformations.smoothing.MovingAverage.inverse">
<code class="sig-name descname">inverse</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em>, <em class="sig-param"><span class="n">param</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/smoothing.html#MovingAverage.inverse"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.smoothing.MovingAverage.inverse" title="Permalink to this definition"></a></dt>
<dd><dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>data</strong> – transformed data</p></li>
<li><p><strong>param</strong> – </p></li>
<li><p><strong>kwargs</strong> – </p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>numpy array with inverse transformed data</p>
</dd>
</dl>
</dd></dl>
</dd></dl>
</div>
<div class="section" id="pyfts-common-transformations-som-module">
<h2>pyFTS.common.transformations.som module<a class="headerlink" href="#pyfts-common-transformations-som-module" title="Permalink to this headline"></a></h2>
</div>
<div class="section" id="pyfts-common-transformations-transformation-module">
<h2>pyFTS.common.transformations.transformation module<a class="headerlink" href="#pyfts-common-transformations-transformation-module" title="Permalink to this headline"></a></h2>
<div class="section" id="module-pyFTS.common.transformations.transformation">
<span id="pyfts-common-transformations-transformation-module"></span><h2>pyFTS.common.transformations.transformation module<a class="headerlink" href="#module-pyFTS.common.transformations.transformation" title="Permalink to this headline"></a></h2>
<dl class="py class">
<dt id="pyFTS.common.transformations.transformation.Transformation">
<em class="property">class </em><code class="sig-prename descclassname">pyFTS.common.transformations.transformation.</code><code class="sig-name descname">Transformation</code><span class="sig-paren">(</span><em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/transformation.html#Transformation"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.transformation.Transformation" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.9)"><code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></a></p>
<p>Data transformation used on pre and post processing of the FTS</p>
<dl class="py method">
<dt id="pyFTS.common.transformations.transformation.Transformation.apply">
<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em>, <em class="sig-param"><span class="n">param</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/transformation.html#Transformation.apply"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.transformation.Transformation.apply" title="Permalink to this definition"></a></dt>
<dd><p>Apply the transformation on input data</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>data</strong> – input data</p></li>
<li><p><strong>param</strong> – </p></li>
<li><p><strong>kwargs</strong> – </p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>numpy array with transformed data</p>
</dd>
</dl>
</dd></dl>
<dl class="py method">
<dt id="pyFTS.common.transformations.transformation.Transformation.inverse">
<code class="sig-name descname">inverse</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em>, <em class="sig-param"><span class="n">param</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/transformation.html#Transformation.inverse"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.transformation.Transformation.inverse" title="Permalink to this definition"></a></dt>
<dd><dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>data</strong> – transformed data</p></li>
<li><p><strong>param</strong> – </p></li>
<li><p><strong>kwargs</strong> – </p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>numpy array with inverse transformed data</p>
</dd>
</dl>
</dd></dl>
<dl class="py attribute">
<dt id="pyFTS.common.transformations.transformation.Transformation.is_multivariate">
<code class="sig-name descname">is_multivariate</code><a class="headerlink" href="#pyFTS.common.transformations.transformation.Transformation.is_multivariate" title="Permalink to this definition"></a></dt>
<dd><p>detemine if this transformation can be applied to multivariate data</p>
</dd></dl>
</dd></dl>
</div>
<div class="section" id="pyfts-common-transformations-trend-module">
<h2>pyFTS.common.transformations.trend module<a class="headerlink" href="#pyfts-common-transformations-trend-module" title="Permalink to this headline"></a></h2>
<div class="section" id="module-pyFTS.common.transformations.trend">
<span id="pyfts-common-transformations-trend-module"></span><h2>pyFTS.common.transformations.trend module<a class="headerlink" href="#module-pyFTS.common.transformations.trend" title="Permalink to this headline"></a></h2>
<dl class="py class">
<dt id="pyFTS.common.transformations.trend.LinearTrend">
<em class="property">class </em><code class="sig-prename descclassname">pyFTS.common.transformations.trend.</code><code class="sig-name descname">LinearTrend</code><span class="sig-paren">(</span><em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/trend.html#LinearTrend"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.trend.LinearTrend" title="Permalink to this definition"></a></dt>
<dd><p>Bases: <a class="reference internal" href="#pyFTS.common.transformations.transformation.Transformation" title="pyFTS.common.transformations.transformation.Transformation"><code class="xref py py-class docutils literal notranslate"><span class="pre">pyFTS.common.transformations.transformation.Transformation</span></code></a></p>
<p>Linear Trend. Estimate</p>
<p>y’(t) = y(t) - (a*t+b)
y(t) = y’(t) + (a*t+b)</p>
<dl class="py method">
<dt id="pyFTS.common.transformations.trend.LinearTrend.apply">
<code class="sig-name descname">apply</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em>, <em class="sig-param"><span class="n">param</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/trend.html#LinearTrend.apply"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.trend.LinearTrend.apply" title="Permalink to this definition"></a></dt>
<dd><p>Apply the transformation on input data</p>
<dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>data</strong> – input data</p></li>
<li><p><strong>param</strong> – </p></li>
<li><p><strong>kwargs</strong> – </p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>numpy array with transformed data</p>
</dd>
</dl>
</dd></dl>
<dl class="py attribute">
<dt id="pyFTS.common.transformations.trend.LinearTrend.data_field">
<code class="sig-name descname">data_field</code><a class="headerlink" href="#pyFTS.common.transformations.trend.LinearTrend.data_field" title="Permalink to this definition"></a></dt>
<dd><p>The Pandas Dataframe column to use as data</p>
</dd></dl>
<dl class="py attribute">
<dt id="pyFTS.common.transformations.trend.LinearTrend.datetime_mask">
<code class="sig-name descname">datetime_mask</code><a class="headerlink" href="#pyFTS.common.transformations.trend.LinearTrend.datetime_mask" title="Permalink to this definition"></a></dt>
<dd><p>The Pandas Dataframe mask for datetime indexes</p>
</dd></dl>
<dl class="py method">
<dt id="pyFTS.common.transformations.trend.LinearTrend.generate_indexes">
<code class="sig-name descname">generate_indexes</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em>, <em class="sig-param"><span class="n">value</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/trend.html#LinearTrend.generate_indexes"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.trend.LinearTrend.generate_indexes" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyFTS.common.transformations.trend.LinearTrend.increment">
<code class="sig-name descname">increment</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">value</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/trend.html#LinearTrend.increment"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.trend.LinearTrend.increment" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py attribute">
<dt id="pyFTS.common.transformations.trend.LinearTrend.index_field">
<code class="sig-name descname">index_field</code><a class="headerlink" href="#pyFTS.common.transformations.trend.LinearTrend.index_field" title="Permalink to this definition"></a></dt>
<dd><p>The Pandas Dataframe column to use as index</p>
</dd></dl>
<dl class="py attribute">
<dt id="pyFTS.common.transformations.trend.LinearTrend.index_type">
<code class="sig-name descname">index_type</code><a class="headerlink" href="#pyFTS.common.transformations.trend.LinearTrend.index_type" title="Permalink to this definition"></a></dt>
<dd><p>The type of the time index used to train the regression coefficients. Available types are: field, datetime</p>
</dd></dl>
<dl class="py method">
<dt id="pyFTS.common.transformations.trend.LinearTrend.inverse">
<code class="sig-name descname">inverse</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em>, <em class="sig-param"><span class="n">param</span><span class="o">=</span><span class="default_value">None</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/trend.html#LinearTrend.inverse"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.trend.LinearTrend.inverse" title="Permalink to this definition"></a></dt>
<dd><dl class="field-list simple">
<dt class="field-odd">Parameters</dt>
<dd class="field-odd"><ul class="simple">
<li><p><strong>data</strong> – transformed data</p></li>
<li><p><strong>param</strong> – </p></li>
<li><p><strong>kwargs</strong> – </p></li>
</ul>
</dd>
<dt class="field-even">Returns</dt>
<dd class="field-even"><p>numpy array with inverse transformed data</p>
</dd>
</dl>
</dd></dl>
<dl class="py attribute">
<dt id="pyFTS.common.transformations.trend.LinearTrend.model">
<code class="sig-name descname">model</code><a class="headerlink" href="#pyFTS.common.transformations.trend.LinearTrend.model" title="Permalink to this definition"></a></dt>
<dd><p>Regression model</p>
</dd></dl>
<dl class="py method">
<dt id="pyFTS.common.transformations.trend.LinearTrend.train">
<code class="sig-name descname">train</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em>, <em class="sig-param"><span class="o">**</span><span class="n">kwargs</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/trend.html#LinearTrend.train"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.trend.LinearTrend.train" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
<dl class="py method">
<dt id="pyFTS.common.transformations.trend.LinearTrend.trend">
<code class="sig-name descname">trend</code><span class="sig-paren">(</span><em class="sig-param"><span class="n">data</span></em><span class="sig-paren">)</span><a class="reference internal" href="_modules/pyFTS/common/transformations/trend.html#LinearTrend.trend"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#pyFTS.common.transformations.trend.LinearTrend.trend" title="Permalink to this definition"></a></dt>
<dd></dd></dl>
</dd></dl>
</div>
</div>
@ -113,18 +573,18 @@
<h3><a href="index.html">Table of Contents</a></h3>
<ul>
<li><a class="reference internal" href="#">pyFTS.common.transformations package</a><ul>
<li><a class="reference internal" href="#module-contents">Module contents</a></li>
<li><a class="reference internal" href="#module-pyFTS.common.transformations">Module contents</a></li>
<li><a class="reference internal" href="#submodules">Submodules</a></li>
<li><a class="reference internal" href="#pyfts-common-transformations-adapativeexpectation-module">pyFTS.common.transformations.adapativeexpectation module</a></li>
<li><a class="reference internal" href="#pyfts-common-transformations-boxcox-module">pyFTS.common.transformations.boxcox module</a></li>
<li><a class="reference internal" href="#pyfts-common-transformations-differential-module">pyFTS.common.transformations.differential module</a></li>
<li><a class="reference internal" href="#pyfts-common-transformations-normalization-module">pyFTS.common.transformations.normalization module</a></li>
<li><a class="reference internal" href="#pyfts-common-transformations-roi-module">pyFTS.common.transformations.roi module</a></li>
<li><a class="reference internal" href="#pyfts-common-transformations-scale-module">pyFTS.common.transformations.scale module</a></li>
<li><a class="reference internal" href="#pyfts-common-transformations-smoothing-module">pyFTS.common.transformations.smoothing module</a></li>
<li><a class="reference internal" href="#module-pyFTS.common.transformations.boxcox">pyFTS.common.transformations.boxcox module</a></li>
<li><a class="reference internal" href="#module-pyFTS.common.transformations.differential">pyFTS.common.transformations.differential module</a></li>
<li><a class="reference internal" href="#module-pyFTS.common.transformations.normalization">pyFTS.common.transformations.normalization module</a></li>
<li><a class="reference internal" href="#module-pyFTS.common.transformations.roi">pyFTS.common.transformations.roi module</a></li>
<li><a class="reference internal" href="#module-pyFTS.common.transformations.scale">pyFTS.common.transformations.scale module</a></li>
<li><a class="reference internal" href="#module-pyFTS.common.transformations.smoothing">pyFTS.common.transformations.smoothing module</a></li>
<li><a class="reference internal" href="#pyfts-common-transformations-som-module">pyFTS.common.transformations.som module</a></li>
<li><a class="reference internal" href="#pyfts-common-transformations-transformation-module">pyFTS.common.transformations.transformation module</a></li>
<li><a class="reference internal" href="#pyfts-common-transformations-trend-module">pyFTS.common.transformations.trend module</a></li>
<li><a class="reference internal" href="#module-pyFTS.common.transformations.transformation">pyFTS.common.transformations.transformation module</a></li>
<li><a class="reference internal" href="#module-pyFTS.common.transformations.trend">pyFTS.common.transformations.trend module</a></li>
</ul>
</li>
</ul>

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</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="pyFTS.common.transformations.html">pyFTS.common.transformations package</a><ul>
<li class="toctree-l2"><a class="reference internal" href="pyFTS.common.transformations.html#module-contents">Module contents</a></li>
<li class="toctree-l2"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations">Module contents</a></li>
<li class="toctree-l2"><a class="reference internal" href="pyFTS.common.transformations.html#submodules">Submodules</a></li>
<li class="toctree-l2"><a class="reference internal" href="pyFTS.common.transformations.html#pyfts-common-transformations-adapativeexpectation-module">pyFTS.common.transformations.adapativeexpectation module</a></li>
<li class="toctree-l2"><a class="reference internal" href="pyFTS.common.transformations.html#pyfts-common-transformations-boxcox-module">pyFTS.common.transformations.boxcox module</a></li>
<li class="toctree-l2"><a class="reference internal" href="pyFTS.common.transformations.html#pyfts-common-transformations-differential-module">pyFTS.common.transformations.differential module</a></li>
<li class="toctree-l2"><a class="reference internal" href="pyFTS.common.transformations.html#pyfts-common-transformations-normalization-module">pyFTS.common.transformations.normalization module</a></li>
<li class="toctree-l2"><a class="reference internal" href="pyFTS.common.transformations.html#pyfts-common-transformations-roi-module">pyFTS.common.transformations.roi module</a></li>
<li class="toctree-l2"><a class="reference internal" href="pyFTS.common.transformations.html#pyfts-common-transformations-scale-module">pyFTS.common.transformations.scale module</a></li>
<li class="toctree-l2"><a class="reference internal" href="pyFTS.common.transformations.html#pyfts-common-transformations-smoothing-module">pyFTS.common.transformations.smoothing module</a></li>
<li class="toctree-l2"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.boxcox">pyFTS.common.transformations.boxcox module</a></li>
<li class="toctree-l2"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.differential">pyFTS.common.transformations.differential module</a></li>
<li class="toctree-l2"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.normalization">pyFTS.common.transformations.normalization module</a></li>
<li class="toctree-l2"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.roi">pyFTS.common.transformations.roi module</a></li>
<li class="toctree-l2"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.scale">pyFTS.common.transformations.scale module</a></li>
<li class="toctree-l2"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.smoothing">pyFTS.common.transformations.smoothing module</a></li>
<li class="toctree-l2"><a class="reference internal" href="pyFTS.common.transformations.html#pyfts-common-transformations-som-module">pyFTS.common.transformations.som module</a></li>
<li class="toctree-l2"><a class="reference internal" href="pyFTS.common.transformations.html#pyfts-common-transformations-transformation-module">pyFTS.common.transformations.transformation module</a></li>
<li class="toctree-l2"><a class="reference internal" href="pyFTS.common.transformations.html#pyfts-common-transformations-trend-module">pyFTS.common.transformations.trend module</a></li>
<li class="toctree-l2"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.transformation">pyFTS.common.transformations.transformation module</a></li>
<li class="toctree-l2"><a class="reference internal" href="pyFTS.common.transformations.html#module-pyFTS.common.transformations.trend">pyFTS.common.transformations.trend module</a></li>
</ul>
</li>
<li class="toctree-l1"><a class="reference internal" href="pyFTS.data.html">pyFTS.data package</a><ul>

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