Index

A

AccessorABC (class in skcriteria.utils.accabc) add_sphinx_deprecated_directive() (in module skcriteria.utils.deprecate) add_value_to_zero() (in module skcriteria.preprocessing.increment) AddValueToZero (class in skcriteria.preprocessing.increment) aequals() (skcriteria.agg._agg_base.ResultABC method) (skcriteria.core.data.DecisionMatrix method) (skcriteria.madm.ResultABC method)

allow_missing_alternatives (skcriteria.cmp.ranks_rev.rank_inv_check.RankInvariantChecker property) alternatives (skcriteria.agg._agg_base.ResultABC property) (skcriteria.core.data.DecisionMatrix property) (skcriteria.madm.ResultABC property) area() (skcriteria.core.plot.DecisionMatrixPlotter method)

B

bar() (skcriteria.cmp.ranks_cmp.RanksComparatorPlotter method) (skcriteria.core.plot.DecisionMatrixPlotter method) barh() (skcriteria.cmp.ranks_cmp.RanksComparatorPlotter method) (skcriteria.core.plot.DecisionMatrixPlotter method) base_value (skcriteria.preprocessing.weighters.EqualWeighter property)

Bool (class in skcriteria.utils.lp) box() (skcriteria.cmp.ranks_cmp.RanksComparatorPlotter method) (skcriteria.core.plot.DecisionMatrixPlotter method) bt() (skcriteria.core.dominance.DecisionMatrixDominanceAccessor method) Bunch (class in skcriteria.utils.bunch)

C

cenit_distance() (in module skcriteria.preprocessing.distance) CenitDistance (class in skcriteria.preprocessing.distance) CenitDistanceMatrixScaler (class in skcriteria.preprocessing.scalers) clip (skcriteria.preprocessing.scalers.MinMaxScaler property) compare() (skcriteria.core.dominance.DecisionMatrixDominanceAccessor method) concordance() (in module skcriteria.agg.electre) construct_from_alias() (skcriteria.core.objectives.Objective class method) copy() (skcriteria.core.data.DecisionMatrix method) (skcriteria.core.methods.SKCMethodABC method) corr() (skcriteria.cmp.ranks_cmp.RanksComparator method) (skcriteria.cmp.ranks_cmp.RanksComparatorPlotter method)

CORRELATION (skcriteria.preprocessing.weighters.CRITIC attribute) correlation (skcriteria.preprocessing.weighters.CRITIC property) cov() (skcriteria.cmp.ranks_cmp.RanksComparator method) (skcriteria.cmp.ranks_cmp.RanksComparatorPlotter method) criteria (skcriteria.core.data.DecisionMatrix property) criteria_filters (skcriteria.preprocessing.filters.SKCByCriteriaFilterABC property) criteria_range (skcriteria.preprocessing.scalers.MinMaxScaler property) CRITIC (class in skcriteria.preprocessing.weighters) Critic (class in skcriteria.preprocessing.weighters) critic_weights() (in module skcriteria.preprocessing.weighters)

D

DecisionMatrix (class in skcriteria.core.data) DecisionMatrixDominanceAccessor (class in skcriteria.core.dominance) DecisionMatrixPlotter (class in skcriteria.core.plot) DecisionMatrixStatsAccessor (class in skcriteria.core.stats) deprecated() (in module skcriteria.utils.deprecate) describe() (skcriteria.core.data.DecisionMatrix method) df_temporal_header() (in module skcriteria.utils.cmanagers) discordance() (in module skcriteria.agg.electre) distance() (skcriteria.cmp.ranks_cmp.RanksComparator method) (skcriteria.cmp.ranks_cmp.RanksComparatorPlotter method)

dmaker (skcriteria.cmp.ranks_rev.rank_inv_check.RankInvariantChecker property) doc_inherit() (in module skcriteria.utils.doctools) dominance (skcriteria.core.data.DecisionMatrix property) dominance() (in module skcriteria.utils.rank) (skcriteria.core.dominance.DecisionMatrixDominanceAccessor method) (skcriteria.core.plot.DecisionMatrixPlotter method) dominated() (skcriteria.core.dominance.DecisionMatrixDominanceAccessor method) dominators_of (skcriteria.core.dominance.DecisionMatrixDominanceAccessor attribute) dtypes (skcriteria.core.data.DecisionMatrix property)

E

e_ (skcriteria.agg._agg_base.ResultABC property) (skcriteria.madm.ResultABC property) ELECTRE1 (class in skcriteria.agg.electre) electre1() (in module skcriteria.agg.electre) ELECTRE2 (class in skcriteria.agg.electre) electre2() (in module skcriteria.agg.electre) entropy_weights() (in module skcriteria.preprocessing.weighters) EntropyWeighter (class in skcriteria.preprocessing.weighters) eq() (skcriteria.core.dominance.DecisionMatrixDominanceAccessor method) equal_weights() (in module skcriteria.preprocessing.weighters) equals() (skcriteria.agg._agg_base.ResultABC method) (skcriteria.core.data.DecisionMatrix method) (skcriteria.madm.ResultABC method)

EqualWeighter (class in skcriteria.preprocessing.weighters) estimator (skcriteria.preprocessing.impute.IterativeImputer property) evaluate() (skcriteria.agg._agg_base.SKCDecisionMakerABC method) (skcriteria.agg.simus.SIMUS method) (skcriteria.cmp.ranks_rev.rank_inv_check.RankInvariantChecker method) (skcriteria.madm.SKCDecisionMakerABC method) (skcriteria.pipeline.SKCPipeline method) extra_ (skcriteria.agg._agg_base.ResultABC property) (skcriteria.madm.ResultABC property)

F

fill_value (skcriteria.preprocessing.impute.IterativeImputer property) (skcriteria.preprocessing.impute.SimpleImputer property) Filter (class in skcriteria.preprocessing.filters) FilterEQ (class in skcriteria.preprocessing.filters) FilterGE (class in skcriteria.preprocessing.filters) FilterGT (class in skcriteria.preprocessing.filters) FilterIn (class in skcriteria.preprocessing.filters) FilterLE (class in skcriteria.preprocessing.filters) FilterLT (class in skcriteria.preprocessing.filters)

FilterNE (class in skcriteria.preprocessing.filters) FilterNonDominated (class in skcriteria.preprocessing.filters) FilterNotIn (class in skcriteria.preprocessing.filters) Float (class in skcriteria.utils.lp) flow() (skcriteria.cmp.ranks_cmp.RanksComparatorPlotter method) fmf() (in module skcriteria.agg.moora) from_alias() (skcriteria.core.objectives.Objective class method) from_mcda_data() (skcriteria.core.data.DecisionMatrix class method) frontier() (skcriteria.core.plot.DecisionMatrixPlotter method) FullMultiplicativeForm (class in skcriteria.agg.moora)

G

get_parameters() (skcriteria.core.methods.SKCMethodABC method)

H

has_loops() (skcriteria.core.dominance.DecisionMatrixDominanceAccessor method) has_ties_ (skcriteria.agg._agg_base.RankResult property) (skcriteria.madm.RankResult property)

heatmap() (skcriteria.cmp.ranks_cmp.RanksComparatorPlotter method) (skcriteria.core.plot.DecisionMatrixPlotter method) hist() (skcriteria.core.plot.DecisionMatrixPlotter method)

I

ignore_missing_criteria (skcriteria.preprocessing.filters.SKCByCriteriaFilterABC property) iloc (skcriteria.core.data.DecisionMatrix property) imputation_order (skcriteria.preprocessing.impute.IterativeImputer property) initial_strategy (skcriteria.preprocessing.impute.IterativeImputer property)

Int (class in skcriteria.utils.lp) InvertMinimize (class in skcriteria.preprocessing.invert_objectives) iobjectives (skcriteria.core.data.DecisionMatrix property) is_solver_available() (in module skcriteria.utils.lp) IterativeImputer (class in skcriteria.preprocessing.impute)

K

kde() (skcriteria.core.plot.DecisionMatrixPlotter method) keep_empty_criteria (skcriteria.preprocessing.impute.IterativeImputer property) (skcriteria.preprocessing.impute.KNNImputer property) (skcriteria.preprocessing.impute.SimpleImputer property) kernel_ (skcriteria.agg._agg_base.KernelResult property) (skcriteria.madm.KernelResult property) kernel_alternatives_ (skcriteria.agg._agg_base.KernelResult property) (skcriteria.madm.KernelResult property)

kernel_size_ (skcriteria.agg._agg_base.KernelResult property) (skcriteria.madm.KernelResult property) kernel_where_ (skcriteria.agg._agg_base.KernelResult property) (skcriteria.madm.KernelResult property) KernelResult (class in skcriteria.agg._agg_base) (class in skcriteria.madm) kernelwhere_ (skcriteria.agg._agg_base.KernelResult property) (skcriteria.madm.KernelResult property) KNNImputer (class in skcriteria.preprocessing.impute)

L

last_diff_strategy (skcriteria.cmp.ranks_rev.rank_inv_check.RankInvariantChecker property) load_simple_stock_selection() (in module skcriteria.datasets)

load_van2021evaluation() (in module skcriteria.datasets) loc (skcriteria.core.data.DecisionMatrix property)

M

mad() (skcriteria.core.stats.DecisionMatrixStatsAccessor method) matrix (skcriteria.core.data.DecisionMatrix property) matrix_scale_by_cenit_distance() (in module skcriteria.preprocessing.scalers) MAX (skcriteria.core.objectives.Objective attribute) max_iter (skcriteria.preprocessing.impute.IterativeImputer property) max_value (skcriteria.preprocessing.impute.IterativeImputer property) MaxAbsScaler (class in skcriteria.preprocessing.scalers) Maximize (class in skcriteria.utils.lp) MaxScaler (class in skcriteria.preprocessing.scalers) maxwhere (skcriteria.core.data.DecisionMatrix property) method (skcriteria.agg._agg_base.ResultABC property) (skcriteria.madm.ResultABC property) metric (skcriteria.agg.similarity.TOPSIS property) (skcriteria.preprocessing.impute.KNNImputer property) MIN (skcriteria.core.objectives.Objective attribute) min_value (skcriteria.preprocessing.impute.IterativeImputer property) Minimize (class in skcriteria.utils.lp) MinimizeToMaximize (class in skcriteria.preprocessing.invert_objectives) MinMaxScaler (class in skcriteria.preprocessing.scalers) minwhere (skcriteria.core.data.DecisionMatrix property) missing_values (skcriteria.preprocessing.impute.IterativeImputer property) (skcriteria.preprocessing.impute.KNNImputer property) (skcriteria.preprocessing.impute.SimpleImputer property) mkdm() (in module skcriteria.core.data) mkpipe() (in module skcriteria.pipeline) mkrank_cmp() (in module skcriteria.cmp.ranks_cmp) module skcriteria skcriteria.agg skcriteria.agg._agg_base skcriteria.agg.electre skcriteria.agg.moora skcriteria.agg.similarity skcriteria.agg.simple skcriteria.agg.simus skcriteria.cmp skcriteria.cmp.ranks_cmp skcriteria.cmp.ranks_rev skcriteria.cmp.ranks_rev.rank_inv_check skcriteria.core skcriteria.core.data skcriteria.core.dominance skcriteria.core.methods skcriteria.core.objectives skcriteria.core.plot skcriteria.core.stats skcriteria.datasets skcriteria.madm skcriteria.pipeline skcriteria.preprocessing skcriteria.preprocessing._preprocessing_base skcriteria.preprocessing.distance skcriteria.preprocessing.filters skcriteria.preprocessing.impute skcriteria.preprocessing.increment skcriteria.preprocessing.invert_objectives skcriteria.preprocessing.push_negatives skcriteria.preprocessing.scalers skcriteria.preprocessing.weighters skcriteria.utils skcriteria.utils.accabc skcriteria.utils.bunch skcriteria.utils.cmanagers skcriteria.utils.deprecate skcriteria.utils.doctools skcriteria.utils.lp skcriteria.utils.rank skcriteria.utils.unames

MultiMOORA (class in skcriteria.agg.moora) multimoora() (in module skcriteria.agg.moora)

N

n_nearest_criteria (skcriteria.preprocessing.impute.IterativeImputer property) n_neighbors (skcriteria.preprocessing.impute.KNNImputer property)

named_ranks (skcriteria.cmp.ranks_cmp.RanksComparator property) named_steps (skcriteria.pipeline.SKCPipeline property) NegateMinimize (class in skcriteria.preprocessing.invert_objectives)

O

Objective (class in skcriteria.core.objectives)

objectives (skcriteria.core.data.DecisionMatrix property) ogive() (skcriteria.core.plot.DecisionMatrixPlotter method)

P

p (skcriteria.agg.electre.ELECTRE1 property) p0 (skcriteria.agg.electre.ELECTRE2 property) p1 (skcriteria.agg.electre.ELECTRE2 property) p2 (skcriteria.agg.electre.ELECTRE2 property)

pearson_correlation() (in module skcriteria.preprocessing.weighters) plot (skcriteria.cmp.ranks_cmp.RanksComparator property) (skcriteria.core.data.DecisionMatrix property) push_negatives() (in module skcriteria.preprocessing.push_negatives) PushNegatives (class in skcriteria.preprocessing.push_negatives)

Q

q (skcriteria.agg.electre.ELECTRE1 property)

q0 (skcriteria.agg.electre.ELECTRE2 property) q1 (skcriteria.agg.electre.ELECTRE2 property)

R

r2_score() (skcriteria.cmp.ranks_cmp.RanksComparator method) (skcriteria.cmp.ranks_cmp.RanksComparatorPlotter method) random_state (skcriteria.cmp.ranks_rev.rank_inv_check.RankInvariantChecker property) (skcriteria.preprocessing.impute.IterativeImputer property) rank_ (skcriteria.agg._agg_base.RankResult property) (skcriteria.madm.RankResult property) rank_by (skcriteria.agg.simus.SIMUS property) rank_values() (in module skcriteria.utils.rank) RankInvariantChecker (class in skcriteria.cmp.ranks_rev.rank_inv_check) RankResult (class in skcriteria.agg._agg_base) (class in skcriteria.madm)

ranks (skcriteria.cmp.ranks_cmp.RanksComparator property) RanksComparator (class in skcriteria.cmp.ranks_cmp) RanksComparatorPlotter (class in skcriteria.cmp.ranks_cmp) ratio() (in module skcriteria.agg.moora) RatioMOORA (class in skcriteria.agg.moora) ReferencePointMOORA (class in skcriteria.agg.moora) refpoint() (in module skcriteria.agg.moora) reg() (skcriteria.cmp.ranks_cmp.RanksComparatorPlotter method) repeat (skcriteria.cmp.ranks_rev.rank_inv_check.RankInvariantChecker property) ResultABC (class in skcriteria.agg._agg_base) (class in skcriteria.madm)

S

sample_posterior (skcriteria.preprocessing.impute.IterativeImputer property) scale (skcriteria.preprocessing.weighters.CRITIC property) scale_by_sum() (in module skcriteria.preprocessing.scalers) scale_by_vector() (in module skcriteria.preprocessing.scalers) sense (skcriteria.utils.lp.Maximize attribute) (skcriteria.utils.lp.Minimize attribute) shape (skcriteria.agg._agg_base.ResultABC property) (skcriteria.core.data.DecisionMatrix property) (skcriteria.madm.ResultABC property) SimpleImputer (class in skcriteria.preprocessing.impute) SIMUS (class in skcriteria.agg.simus) simus() (in module skcriteria.agg.simus) SKCArithmeticFilterABC (class in skcriteria.preprocessing.filters) SKCByCriteriaFilterABC (class in skcriteria.preprocessing.filters) SKCDecisionMakerABC (class in skcriteria.agg._agg_base) (class in skcriteria.madm) SKCImputerABC (class in skcriteria.preprocessing.impute) SKCMatrixAndWeightTransformerABC (class in skcriteria.preprocessing._preprocessing_base) SKCMethodABC (class in skcriteria.core.methods) SKCObjectivesInverterABC (class in skcriteria.preprocessing.invert_objectives) SKCPipeline (class in skcriteria.pipeline) skcriteria module skcriteria.agg module skcriteria.agg._agg_base module skcriteria.agg.electre module skcriteria.agg.moora module skcriteria.agg.similarity module skcriteria.agg.simple module skcriteria.agg.simus module skcriteria.cmp module skcriteria.cmp.ranks_cmp module skcriteria.cmp.ranks_rev module skcriteria.cmp.ranks_rev.rank_inv_check module skcriteria.core module skcriteria.core.data module skcriteria.core.dominance module skcriteria.core.methods module skcriteria.core.objectives module skcriteria.core.plot module skcriteria.core.stats module

skcriteria.datasets module skcriteria.madm module skcriteria.pipeline module skcriteria.preprocessing module skcriteria.preprocessing._preprocessing_base module skcriteria.preprocessing.distance module skcriteria.preprocessing.filters module skcriteria.preprocessing.impute module skcriteria.preprocessing.increment module skcriteria.preprocessing.invert_objectives module skcriteria.preprocessing.push_negatives module skcriteria.preprocessing.scalers module skcriteria.preprocessing.weighters module skcriteria.utils module skcriteria.utils.accabc module skcriteria.utils.bunch module skcriteria.utils.cmanagers module skcriteria.utils.deprecate module skcriteria.utils.doctools module skcriteria.utils.lp module skcriteria.utils.rank module skcriteria.utils.unames module SKCriteriaDeprecationWarning SKCriteriaFutureWarning SKCSetFilterABC (class in skcriteria.preprocessing.filters) SKCTransformerABC (class in skcriteria.preprocessing._preprocessing_base) SKCWeighterABC (class in skcriteria.preprocessing.weighters) solver (skcriteria.agg.simus.SIMUS property) spearman_correlation() (in module skcriteria.preprocessing.weighters) StandarScaler (class in skcriteria.preprocessing.scalers) stats (skcriteria.core.data.DecisionMatrix property) std_weights() (in module skcriteria.preprocessing.weighters) StdWeighter (class in skcriteria.preprocessing.weighters) steps (skcriteria.pipeline.SKCPipeline property) strategy (skcriteria.preprocessing.impute.SimpleImputer property) strict (skcriteria.preprocessing.filters.FilterNonDominated property) SumScaler (class in skcriteria.preprocessing.scalers)

T

target (skcriteria.preprocessing._preprocessing_base.SKCMatrixAndWeightTransformerABC property) ties_ (skcriteria.agg._agg_base.RankResult property) (skcriteria.madm.RankResult property) to_dataframe() (skcriteria.cmp.ranks_cmp.RanksComparator method) (skcriteria.core.data.DecisionMatrix method) to_dict() (skcriteria.core.data.DecisionMatrix method) to_series() (skcriteria.agg._agg_base.RankResult method) (skcriteria.agg._agg_base.ResultABC method) (skcriteria.madm.RankResult method) (skcriteria.madm.ResultABC method)

to_string() (skcriteria.core.objectives.Objective method) to_symbol() (skcriteria.core.objectives.Objective method) tol (skcriteria.preprocessing.impute.IterativeImputer property) TOPSIS (class in skcriteria.agg.similarity) topsis() (in module skcriteria.agg.similarity) transform() (skcriteria.pipeline.SKCPipeline method) (skcriteria.preprocessing._preprocessing_base.SKCTransformerABC method) (skcriteria.preprocessing.filters.FilterNonDominated method)

U

unique_names() (in module skcriteria.utils.unames)

untied_rank_ (skcriteria.agg._agg_base.RankResult property) (skcriteria.madm.RankResult property)

V

value (skcriteria.preprocessing.increment.AddValueToZero property) values (skcriteria.agg._agg_base.ResultABC property) (skcriteria.madm.ResultABC property) values_equals() (skcriteria.agg._agg_base.ResultABC method) (skcriteria.madm.ResultABC method)

var_type (skcriteria.utils.lp.Bool attribute) (skcriteria.utils.lp.Float attribute) (skcriteria.utils.lp.Int attribute) VectorScaler (class in skcriteria.preprocessing.scalers) verbose (skcriteria.preprocessing.impute.IterativeImputer property)

W

warn() (in module skcriteria.utils.deprecate) wbar() (skcriteria.core.plot.DecisionMatrixPlotter method) wbarh() (skcriteria.core.plot.DecisionMatrixPlotter method) wbox() (skcriteria.core.plot.DecisionMatrixPlotter method) WeightedProductModel (class in skcriteria.agg.simple) WeightedSumModel (class in skcriteria.agg.simple) weights (skcriteria.core.data.DecisionMatrix property) (skcriteria.preprocessing.impute.KNNImputer property) weights_outrank() (in module skcriteria.agg.electre)

wheatmap() (skcriteria.core.plot.DecisionMatrixPlotter method) whist() (skcriteria.core.plot.DecisionMatrixPlotter method) will_change() (in module skcriteria.utils.deprecate) with_mean (skcriteria.preprocessing.scalers.StandarScaler property) with_std (skcriteria.preprocessing.scalers.StandarScaler property) wkde() (skcriteria.core.plot.DecisionMatrixPlotter method) wogive() (skcriteria.core.plot.DecisionMatrixPlotter method) wpm() (in module skcriteria.agg.simple) wsm() (in module skcriteria.agg.simple)