Index

A

add_batch() (hpelm.nnets.slfn.SLFN method), [1] (hpelm.nnets.slfn_python.SLFNPython method), [1] (hpelm.nnets.slfn_skcuda.SLFNSkCUDA method), [1] add_data() (hpelm.elm.ELM method), [1] (hpelm.hp_elm.HPELM method), [1]

add_data_async() (hpelm.hp_elm.HPELM method), [1] add_neurons() (hpelm.elm.ELM method), [1] (hpelm.nnets.slfn.SLFN method), [1] (hpelm.nnets.slfn_skcuda.SLFNSkCUDA method), [1]

B

B (hpelm.nnets.slfn.SLFN attribute), [1]

C

confusion() (hpelm.elm.ELM method), [1]

E

ELM (class in hpelm.elm), [1]

error() (hpelm.elm.ELM method), [1] (hpelm.hp_elm.HPELM method), [1]

F

fix_affinity() (hpelm.nnets.slfn.SLFN method), [1] flist (hpelm.elm.ELM attribute), [1] (hpelm.hp_elm.HPELM attribute), [1]

func (hpelm.nnets.slfn.SLFN attribute), [1]

G

get_B() (hpelm.nnets.slfn.SLFN method), [1] (hpelm.nnets.slfn_skcuda.SLFNSkCUDA method), [1] get_corr() (hpelm.nnets.slfn.SLFN method), [1] (hpelm.nnets.slfn_python.SLFNPython method), [1] (hpelm.nnets.slfn_skcuda.SLFNSkCUDA method), [1]

get_neurons() (hpelm.nnets.slfn.SLFN method), [1] (hpelm.nnets.slfn_skcuda.SLFNSkCUDA method), [1]

H

HPELM (class in hpelm.hp_elm), [1] hpelm (module) hpelm.elm (module), [1] hpelm.hp_elm (module), [1] hpelm.modules (module) hpelm.modules.hdf5_tools (module), [1] hpelm.modules.mrsr (module), [1] hpelm.modules.mrsr2 (module), [1] hpelm.modules.rbf_param (module) hpelm.mss_cv (module), [1] hpelm.mss_loo (module), [1]

hpelm.mss_v (module), [1] hpelm.nnets (module) hpelm.nnets.slfn (module), [1] hpelm.nnets.slfn_python (module), [1] hpelm.nnets.slfn_skcuda (module), [1] hpelm.tests (module) hpelm.tests.test_acceptance (module) hpelm.tests.test_corr_hpelm (module) hpelm.tests.test_correctness (module) hpelm.tests.unittest_elm (module) hpelm.tests.unittest_hpelm (module)

L

load() (hpelm.elm.ELM method), [1]

M

make_hdf5() (in module hpelm.modules.hdf5_tools), [1] makefile() (hpelm.tests.test_corr_hpelm.TestCorrectness method) makeh5() (hpelm.tests.test_corr_hpelm.TestCorrectness method)

mrsr() (in module hpelm.modules.mrsr), [1] mrsr2() (in module hpelm.modules.mrsr2), [1]

N

neurons (hpelm.nnets.slfn.SLFN attribute), [1] nnet (hpelm.elm.ELM attribute), [1] (hpelm.hp_elm.HPELM attribute), [1]

normalize_hdf5() (in module hpelm.modules.hdf5_tools), [1]

P

predict() (hpelm.elm.ELM method), [1] (hpelm.hp_elm.HPELM method), [1] predict_async() (hpelm.hp_elm.HPELM method), [1]

project() (hpelm.elm.ELM method), [1] (hpelm.hp_elm.HPELM method), [1]

R

rbf_param() (in module hpelm.modules.rbf_param)

reset() (hpelm.nnets.slfn.SLFN method), [1] (hpelm.nnets.slfn_skcuda.SLFNSkCUDA method), [1]

S

save() (hpelm.elm.ELM method), [1] set_B() (hpelm.nnets.slfn.SLFN method), [1] (hpelm.nnets.slfn_skcuda.SLFNSkCUDA method), [1] set_corr() (hpelm.nnets.slfn.SLFN method), [1] (hpelm.nnets.slfn_skcuda.SLFNSkCUDA method), [1] setUp() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.unittest_hpelm.TestHPELM method) (hpelm.tests.unittest_hpelm.TestParallelELM method) SLFN (class in hpelm.nnets.slfn), [1]

SLFNPython (class in hpelm.nnets.slfn_python), [1] SLFNSkCUDA (class in hpelm.nnets.slfn_skcuda), [1] solve() (hpelm.nnets.slfn.SLFN method), [1] (hpelm.nnets.slfn_skcuda.SLFNSkCUDA method), [1] solve_corr() (hpelm.hp_elm.HPELM method), [1] (hpelm.nnets.slfn.SLFN method), [1] (hpelm.nnets.slfn_python.SLFNPython method), [1] (hpelm.nnets.slfn_skcuda.SLFNSkCUDA method), [1]

T

tearDown() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.unittest_hpelm.TestHPELM method) (hpelm.tests.unittest_hpelm.TestParallelELM method) test_AddDataAsyncToFile_MultipleAdditions() (hpelm.tests.test_corr_hpelm.TestCorrectness method) test_AddDataAsyncToFile_SingleAddition() (hpelm.tests.test_corr_hpelm.TestCorrectness method) test_AddDataToFile_MixedSequentialAsync() (hpelm.tests.test_corr_hpelm.TestCorrectness method) test_AddDataToFile_MultipleAdditions() (hpelm.tests.test_corr_hpelm.TestCorrectness method) test_AddDataToFile_SingleAddition() (hpelm.tests.test_corr_hpelm.TestCorrectness method) test_AddNeurons_InitBias_BiasInModel() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_AddNeurons_InitDefault_BiasWNotZero() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_AddNeurons_InitTwiceBiasW_CorrectlyMerged() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_AddNeurons_InitW_WInModel() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_AddNeurons_WorksWithLongType() (hpelm.tests.unittest_elm.TestCorrectness method) test_basic_elm_single_machine() (hpelm.tests.test_acceptance.TestAcceptance method) test_Classification_Works() (hpelm.tests.test_correctness.TestCorrectness method) test_Classification_WorksCorreclty() (hpelm.tests.test_correctness.TestCorrectness method) test_ClassificationError_CorrectWithMultipleClasses() (hpelm.tests.unittest_elm.TestCorrectness method) (hpelm.tests.unittest_hpelm.TestHPELM method) test_ClassificationError_Works() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_ConfusionELM_Classification() (hpelm.tests.test_correctness.TestCorrectness method) test_ConfusionELM_Multilabel() (hpelm.tests.test_correctness.TestCorrectness method) test_CrossValidation_ReturnsError() (hpelm.tests.unittest_elm.TestCorrectness method) test_DifferentNumberOfSamples_RaiseError() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_ELM_SaveLoad() (hpelm.tests.test_correctness.TestCorrectness method) test_ELMWithBatch_SetsBatch() (hpelm.tests.test_correctness.TestCorrectness method) test_HPELM_tprint() (hpelm.tests.test_corr_hpelm.TestCorrectness method) test_InitELM_SetNorm() (hpelm.tests.test_correctness.TestCorrectness method) test_LinearNeurons_DefaultMatrix_Identity() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_LinearNeurons_MoreThanInputs_Truncated() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_LoadELM_WrongFile() (hpelm.tests.test_correctness.TestCorrectness method) test_LOO_CanSelectMoreThanOneNeuron() (hpelm.tests.unittest_elm.TestCorrectness method) test_LOOandOP_CanSelectMoreThanOneNeuron() (hpelm.tests.unittest_elm.TestCorrectness method) test_MRSR2_Works() (hpelm.tests.test_correctness.TestCorrectness method) test_MRSR_Works() (hpelm.tests.test_correctness.TestCorrectness method) test_MultiLabelClassError_Works() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_MultiLabelClassification_Works() (hpelm.tests.test_correctness.TestCorrectness method) test_MultilabelError_CorrectWithMultipleClasses() (hpelm.tests.unittest_elm.TestCorrectness method) (hpelm.tests.unittest_hpelm.TestHPELM method) test_NonNumpyInputs_RaiseError() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_NonNumpyTargets_RaiseError() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_OneDimensionInputs_RunsCorrectly() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_OneDimensionTargets2_RunsCorrectly() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_OneDimensionTargets_RunsCorrectly() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_ParallelBasicPython_Works() (hpelm.tests.unittest_hpelm.TestParallelELM method) test_PrecisionELM_UsesPrecision() (hpelm.tests.test_correctness.TestCorrectness method) test_Predict_Works() (hpelm.tests.test_corr_hpelm.TestCorrectness method) test_PredictAsync_Works() (hpelm.tests.test_corr_hpelm.TestCorrectness method) test_Project_Works() (hpelm.tests.test_corr_hpelm.TestCorrectness method) test_ProjectELM_WorksCorrectly() (hpelm.tests.test_correctness.TestCorrectness method)

test_RegressionError_Works() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_SaveELM_WrongFile() (hpelm.tests.test_correctness.TestCorrectness method) test_SaveEmptyModel_CanLoad() (hpelm.tests.unittest_hpelm.TestHPELM method) test_SLFN_AddLinearNeurons_GotThem() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_SLFN_AddNeuronsTwice_GotThem() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_SLFN_AddRbfL1Neurons_GotThem() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_SLFN_AddRbfL2Neurons_GotThem() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_SLFN_AddRbfLinfNeurons_GotThem() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_SLFN_AddSigmoidalNeurons_GotThem() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_SLFN_AddTanhNeurons_GotThem() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_SLFN_AddTwoNeuronTypes_GotThem() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_SLFN_AddUfuncNeurons_GotThem() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_SolveCorr_Works() (hpelm.tests.test_corr_hpelm.TestCorrectness method) test_Str_Works() (hpelm.tests.test_correctness.TestCorrectness method) test_StrCustomNeurons_DisplaysName() (hpelm.tests.test_correctness.TestCorrectness method) test_TrainAsync_Works() (hpelm.tests.test_corr_hpelm.TestCorrectness method) test_TrainAsyncIndexed_Works() (hpelm.tests.test_corr_hpelm.TestCorrectness method) test_TrainAsyncWeighted_Works() (hpelm.tests.test_corr_hpelm.TestCorrectness method) test_TrainIcount_HasEffect() (hpelm.tests.test_corr_hpelm.TestCorrectness method) test_TrainIcount_Works() (hpelm.tests.test_corr_hpelm.TestCorrectness method) test_TrainIstart_HasEffect() (hpelm.tests.test_corr_hpelm.TestCorrectness method) test_TrainIstart_Works() (hpelm.tests.test_corr_hpelm.TestCorrectness method) test_TrainWithBatch_OverwritesBatch() (hpelm.tests.test_correctness.TestCorrectness method) test_TrainWithoutNeurons_RaiseError() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_ValidationCorr_ReturnsConfusion() (hpelm.tests.test_corr_hpelm.TestCorrectness method) test_ValidationCorr_Works() (hpelm.tests.test_corr_hpelm.TestCorrectness method) test_WeightedClassError_Works() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_WeightedClassification_ClassWithLargerWeightWins() (hpelm.tests.test_correctness.TestCorrectness method) test_WeightedClassification_DefaultWeightsWork() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_WeightedClassification_Works() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_WrongDimensionalityInputs_RaiseError() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_WrongDimensionalityTargets_RaiseError() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) test_xor_one_neuron_solved() (hpelm.tests.test_acceptance.TestAcceptance method) test_ZeroInputs_RunsCorrectly() (hpelm.tests.test_corr_hpelm.TestCorrectness method) (hpelm.tests.test_correctness.TestCorrectness method) TestAcceptance (class in hpelm.tests.test_acceptance) TestCorrectness (class in hpelm.tests.test_corr_hpelm) (class in hpelm.tests.test_correctness) (class in hpelm.tests.unittest_elm) TestHPELM (class in hpelm.tests.unittest_hpelm) TestParallelELM (class in hpelm.tests.unittest_hpelm) tfiles (hpelm.tests.test_corr_hpelm.TestCorrectness attribute) train() (hpelm.elm.ELM method), [1] (hpelm.hp_elm.HPELM method), [1] train_async() (hpelm.hp_elm.HPELM method), [1] train_cv() (in module hpelm.mss_cv), [1] train_loo() (in module hpelm.mss_loo), [1] train_v() (in module hpelm.mss_v), [1]

V

validation_corr() (hpelm.hp_elm.HPELM method), [1]