Bugfix issue #9
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@ -72,9 +72,9 @@ def __binary_search(x, fuzzy_sets, ordered_sets):
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:param ordered_sets: a list with the fuzzy sets names ordered by their centroids.
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:param ordered_sets: a list with the fuzzy sets names ordered by their centroids.
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:return: A list with the best fuzzy sets that may contain x
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:return: A list with the best fuzzy sets that may contain x
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"""
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"""
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max_len = len(fuzzy_sets)
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max_len = len(fuzzy_sets) - 1
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first = 0
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first = 0
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last = max_len-1
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last = max_len
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while first <= last:
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while first <= last:
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midpoint = (first + last) // 2
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midpoint = (first + last) // 2
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@ -85,6 +85,10 @@ def __binary_search(x, fuzzy_sets, ordered_sets):
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if fuzzy_sets[fs1].centroid <= x <= fuzzy_sets[fs2].centroid:
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if fuzzy_sets[fs1].centroid <= x <= fuzzy_sets[fs2].centroid:
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return (midpoint-1, midpoint, midpoint+1)
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return (midpoint-1, midpoint, midpoint+1)
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elif midpoint <= 1:
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return [0]
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elif midpoint >= max_len:
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return [max_len]
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else:
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else:
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if x < fuzzy_sets[fs].centroid:
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if x < fuzzy_sets[fs].centroid:
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last = midpoint - 1
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last = midpoint - 1
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@ -92,6 +96,7 @@ def __binary_search(x, fuzzy_sets, ordered_sets):
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first = midpoint + 1
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first = midpoint + 1
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def fuzzyfy(data, partitioner, **kwargs):
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def fuzzyfy(data, partitioner, **kwargs):
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"""
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"""
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A general method for fuzzyfication.
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A general method for fuzzyfication.
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@ -19,20 +19,21 @@ tdiff = Transformations.Differential(1)
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from pyFTS.data import TAIEX, SP500, NASDAQ
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from pyFTS.data import TAIEX, SP500, NASDAQ
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dataset = TAIEX.get_data()
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dataset = TAIEX.get_data()
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'''
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partitioner = Grid.GridPartitioner(data=dataset, npart=30)
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partitioner = Grid.GridPartitioner(data=dataset[:800], npart=3, transformation=tdiff)
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model = chen.ConventionalFTS(partitioner=partitioner)
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model = chen.ConventionalFTS(partitioner=partitioner)
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model.append_transformation(tdiff)
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model.fit(dataset)
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model.fit([0, 90.00])
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print(model)
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print(model)
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'''
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#dataset = SP500.get_data()[11500:16000]
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#dataset = SP500.get_data()[11500:16000]
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#dataset = NASDAQ.get_data()
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#dataset = NASDAQ.get_data()
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#print(len(dataset))
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#print(len(dataset))
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'''
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bchmk.sliding_window_benchmarks(dataset, 1000, train=0.8, inc=0.2,
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bchmk.sliding_window_benchmarks(dataset, 1000, train=0.8, inc=0.2,
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methods=[chen.ConventionalFTS], #[pwfts.ProbabilisticWeightedFTS],
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methods=[chen.ConventionalFTS], #[pwfts.ProbabilisticWeightedFTS],
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benchmark_models=False,
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benchmark_models=False,
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@ -47,16 +48,16 @@ bchmk.sliding_window_benchmarks(dataset, 1000, train=0.8, inc=0.2,
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bchmk.sliding_window_benchmarks(dataset, 1000, train=0.8, inc=0.2,
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bchmk.sliding_window_benchmarks(dataset, 1000, train=0.8, inc=0.2,
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methods=[hofts.HighOrderFTS], # [pwfts.ProbabilisticWeightedFTS],
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methods=[chen.ConventionalFTS], # [pwfts.ProbabilisticWeightedFTS],
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benchmark_models=False,
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benchmark_models=False,
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transformations=[tdiff],
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transformations=[tdiff],
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orders=[1, 2, 3],
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#orders=[1, 2, 3],
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partitions=np.arange(3, 25, 2),
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partitions=np.arange(3, 30, 1),
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progress=False, type="point",
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progress=False, type="point",
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#steps_ahead=[1,2,4,6,8,10],
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#steps_ahead=[1,2,4,6,8,10],
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distributed=True, nodes=['192.168.0.110', '192.168.0.107', '192.168.0.106'],
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distributed=False, nodes=['192.168.0.110', '192.168.0.107', '192.168.0.106'],
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file="benchmarks.db", dataset="NASDAQ", tag="comparisons")
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file="benchmarks.db", dataset="NASDAQ", tag="comparisons")
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'''
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'''
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'''
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'''
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'''
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from pyFTS.partitioners import Grid, Util as pUtil
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from pyFTS.partitioners import Grid, Util as pUtil
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