Yuxiao-Bot/kernel-svm/examples/multiclass

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- ::alpha_epsilonBinaryConfig::alpha_epsilon
- ::cBinaryConfig::c
- ::kernelBinaryConfig::kernel
- ::max_iterationsBinaryConfig::max_iterations
- ::max_passesBinaryConfig::max_passes
- ::toleranceBinaryConfig::tolerance
- ::biasBinaryModel::bias
- ::convergenceBinaryModel::convergence
- ::decision_valueBinaryModel::decision_value
- ::feature_countBinaryModel::feature_count
- ::kernelBinaryModel::kernel
- ::negative_classBinaryModel::negative_class
- ::positive_classBinaryModel::positive_class
- ::predictBinaryModel::predict
- ::predict_batchBinaryModel::predict_batch
- ::support_alphasBinaryModel::support_alphas
- ::support_labelsBinaryModel::support_labels
- ::support_vector_countBinaryModel::support_vector_count
- ::support_vectorsBinaryModel::support_vectors
- ::maximum_alphaBinaryModelDiagnostics::maximum_alpha
- ::mean_alphaBinaryModelDiagnostics::mean_alpha
- ::minimum_alphaBinaryModelDiagnostics::minimum_alpha
- ::negative_support_vectorsBinaryModelDiagnostics::negative_support_vectors
- ::positive_support_vectorsBinaryModelDiagnostics::positive_support_vectors
- ::support_vectorsBinaryModelDiagnostics::support_vectors
- ::biasBinaryPredictionExplanation::bias
- ::contributionsBinaryPredictionExplanation::contributions
- ::decision_valueBinaryPredictionExplanation::decision_value
- ::predicted_classBinaryPredictionExplanation::predicted_class
- ::average_precisionBinaryThresholdAnalysis::average_precision
- ::negative_countBinaryThresholdAnalysis::negative_count
- ::pointsBinaryThresholdAnalysis::points
- ::positive_countBinaryThresholdAnalysis::positive_count
- ::roc_aucBinaryThresholdAnalysis::roc_auc
- ::indexCandidateEvaluation::index
- ::nameCandidateEvaluation::name
- ::scoreCandidateEvaluation::score
- ::validationCandidateEvaluation::validation
- ::errorCandidateFailure::error
- ::indexCandidateFailure::index
- ::nameCandidateFailure::name
- ::f1ClassMetric::f1
- ::false_negativesClassMetric::false_negatives
- ::false_positivesClassMetric::false_positives
- ::labelClassMetric::label
- ::precisionClassMetric::precision
- ::recallClassMetric::recall
- ::supportClassMetric::support
- ::true_positivesClassMetric::true_positives
- ::countClassProfile::count
- ::labelClassProfile::label
- ::proportionClassProfile::proportion
- ::class_labelClassScoreProfile::class_label
- ::maximum_negative_scoreClassScoreProfile::maximum_negative_score
- ::maximum_positive_scoreClassScoreProfile::maximum_positive_score
- ::minimum_negative_scoreClassScoreProfile::minimum_negative_score
- ::minimum_positive_scoreClassScoreProfile::minimum_positive_score
- ::negative_countClassScoreProfile::negative_count
- ::negative_mean_scoreClassScoreProfile::negative_mean_score
- ::positive_countClassScoreProfile::positive_count
- ::positive_mean_scoreClassScoreProfile::positive_mean_score
- ::score_separationClassScoreProfile::score_separation
- ::labelClassWeight::label
- ::valueClassWeight::value
- ::accuracyClassificationMetrics::accuracy
- ::balanced_accuracyClassificationMetrics::balanced_accuracy
- ::classesClassificationMetrics::classes
- ::confusion_matrixClassificationMetrics::confusion_matrix
- ::error_rateClassificationMetrics::error_rate
- ::macro_f1ClassificationMetrics::macro_f1
- ::macro_precisionClassificationMetrics::macro_precision
- ::macro_recallClassificationMetrics::macro_recall
- ::micro_f1ClassificationMetrics::micro_f1
- ::micro_precisionClassificationMetrics::micro_precision
- ::micro_recallClassificationMetrics::micro_recall
- ::observation_countClassificationMetrics::observation_count
- ::per_classClassificationMetrics::per_class
- ::weighted_f1ClassificationMetrics::weighted_f1
- ::weighted_precisionClassificationMetrics::weighted_precision
- ::weighted_recallClassificationMetrics::weighted_recall
- ::convergedConvergenceReport::converged
- ::dual_objectiveConvergenceReport::dual_objective
- ::iterationsConvergenceReport::iterations
- ::max_kkt_violationConvergenceReport::max_kkt_violation
- ::pair_updatesConvergenceReport::pair_updates
- ::support_vectorsConvergenceReport::support_vectors
- ::class_countDataset::class_count
- ::classesDataset::classes
- ::feature_countDataset::feature_count
- ::featuresDataset::features
- ::labelsDataset::labels
- ::nameDataset::name
- ::rowDataset::row
- ::row_countDataset::row_count
- ::subsetDataset::subset
- ::centroidDatasetProfile::centroid
- ::class_countDatasetProfile::class_count
- ::classesDatasetProfile::classes
- ::feature_countDatasetProfile::feature_count
- ::featuresDatasetProfile::features
- ::maximum_squared_normDatasetProfile::maximum_squared_norm
- ::mean_squared_normDatasetProfile::mean_squared_norm
- ::minimum_squared_normDatasetProfile::minimum_squared_norm
- ::nameDatasetProfile::name
- ::row_countDatasetProfile::row_count
- ::accuracy_dropFeatureImportance::accuracy_drop
- ::baseline_accuracyFeatureImportance::baseline_accuracy
- ::feature_indexFeatureImportance::feature_index
- ::permuted_accuracyFeatureImportance::permuted_accuracy
- ::feature_indexFeatureProfile::feature_index
- ::is_constantFeatureProfile::is_constant
- ::maximumFeatureProfile::maximum
- ::meanFeatureProfile::mean
- ::minimumFeatureProfile::minimum
- ::standard_deviationFeatureProfile::standard_deviation
- ::varianceFeatureProfile::variance
- ::feature_countFeatureScaler::feature_count
- ::inverse_rowFeatureScaler::inverse_row
- ::kindFeatureScaler::kind
- ::offsetsFeatureScaler::offsets
- ::scalesFeatureScaler::scales
- ::transform_datasetFeatureScaler::transform_dataset
- ::transform_rowFeatureScaler::transform_row
- ::actualFoldEvaluation::actual
- ::indexFoldEvaluation::index
- ::metricsFoldEvaluation::metrics
- ::predictedFoldEvaluation::predicted
- ::scalerFoldEvaluation::scaler
- ::test_indicesFoldEvaluation::test_indices
- ::train_indicesFoldEvaluation::train_indices
- ::nameKernel::name
- ::diagonal_meanKernelDiagnostics::diagonal_mean
- ::entry_countKernelDiagnostics::entry_count
- ::maximumKernelDiagnostics::maximum
- ::maximum_symmetry_errorKernelDiagnostics::maximum_symmetry_error
- ::meanKernelDiagnostics::mean
- ::minimumKernelDiagnostics::minimum
- ::margin_violation_countMarginDiagnostics::margin_violation_count
- ::maximum_marginMarginDiagnostics::maximum_margin
- ::mean_marginMarginDiagnostics::mean_margin
- ::minimum_marginMarginDiagnostics::minimum_margin
- ::misclassified_countMarginDiagnostics::misclassified_count
- ::observation_countMarginDiagnostics::observation_count
- ::binary_modelsMulticlassModel::binary_models
- ::classesMulticlassModel::classes
- ::decision_valuesMulticlassModel::decision_values
- ::feature_countMulticlassModel::feature_count
- ::model_countMulticlassModel::model_count
- ::predictMulticlassModel::predict
- ::predict_batchMulticlassModel::predict_batch
- ::all_convergedMulticlassModelDiagnostics::all_converged
- ::class_countMulticlassModelDiagnostics::class_count
- ::convergence_reportsMulticlassModelDiagnostics::convergence_reports
- ::support_countsMulticlassModelDiagnostics::support_counts
- ::total_support_vectorsMulticlassModelDiagnostics::total_support_vectors
- ::classesMulticlassPredictionExplanation::classes
- ::predicted_classMulticlassPredictionExplanation::predicted_class
- ::scoresMulticlassPredictionExplanation::scores
- ::baseline_accuracyPermutationImportance::baseline_accuracy
- ::feature_countPermutationImportance::feature_count
- ::ranked_featuresPermutationImportance::ranked_features
- ::accuracyPredictionAudit::accuracy
- ::class_score_profilesPredictionAudit::class_score_profiles
- ::correct_countPredictionAudit::correct_count
- ::incorrect_countPredictionAudit::incorrect_count
- ::maximum_winning_marginPredictionAudit::maximum_winning_margin
- ::mean_winning_marginPredictionAudit::mean_winning_margin
- ::metricsPredictionAudit::metrics
- ::minimum_winning_marginPredictionAudit::minimum_winning_margin
- ::misclassified_observationsPredictionAudit::misclassified_observations
- ::observation_countPredictionAudit::observation_count
- ::observationsPredictionAudit::observations
- ::actual_classPredictionObservation::actual_class
- ::is_correctPredictionObservation::is_correct
- ::predicted_classPredictionObservation::predicted_class
- ::row_indexPredictionObservation::row_index
- ::scoresPredictionObservation::scores
- ::second_classPredictionObservation::second_class
- ::second_scorePredictionObservation::second_score
- ::winning_marginPredictionObservation::winning_margin
- ::winning_scorePredictionObservation::winning_score
- ::accuracy_standard_deviationRepeatedValidationReport::accuracy_standard_deviation
- ::fold_countRepeatedValidationReport::fold_count
- ::macro_f1_standard_deviationRepeatedValidationReport::macro_f1_standard_deviation
- ::maximum_accuracyRepeatedValidationReport::maximum_accuracy
- ::maximum_macro_f1RepeatedValidationReport::maximum_macro_f1
- ::mean_accuracyRepeatedValidationReport::mean_accuracy
- ::mean_macro_f1RepeatedValidationReport::mean_macro_f1
- ::minimum_accuracyRepeatedValidationReport::minimum_accuracy
- ::minimum_macro_f1RepeatedValidationReport::minimum_macro_f1
- ::repetition_countRepeatedValidationReport::repetition_count
- ::reportsRepeatedValidationReport::reports
T
ScalerKind
T
ScalingPlan
- ::best_indexSearchResult::best_index
- ::best_nameSearchResult::best_name
- ::best_scoreSearchResult::best_score
- ::candidatesSearchResult::candidates
- ::failuresSearchResult::failures
- ::metricSearchResult::metric
- ::modelSearchResult::model
- ::predictSearchResult::predict
- ::scalerSearchResult::scaler
- ::validationSearchResult::validation
T
SelectionMetric
- ::indexStratifiedFold::index
- ::test_indicesStratifiedFold::test_indices
- ::train_indicesStratifiedFold::train_indices
- ::alphaSupportContribution::alpha
- ::class_labelSupportContribution::class_label
- ::contributionSupportContribution::contribution
- ::kernel_valueSupportContribution::kernel_value
- ::support_indexSupportContribution::support_index
- ::support_vectorSupportContribution::support_vector
- ::configSvmCandidate::config
- ::nameSvmCandidate::name
- ::scalingSvmCandidate::scaling
T
SvmError
- ::false_negativesThresholdPoint::false_negatives
- ::false_positive_rateThresholdPoint::false_positive_rate
- ::false_positivesThresholdPoint::false_positives
- ::precisionThresholdPoint::precision
- ::recallThresholdPoint::recall
- ::thresholdThresholdPoint::threshold
- ::true_negativesThresholdPoint::true_negatives
- ::true_positive_rateThresholdPoint::true_positive_rate
- ::true_positivesThresholdPoint::true_positives
- ::fold_countValidationReport::fold_count
- ::foldsValidationReport::folds
- ::metricsValidationReport::metrics
- ::observation_countValidationReport::observation_count
- ::scalingValidationReport::scaling
- ::countWeightProfile::count
- ::effective_sample_sizeWeightProfile::effective_sample_size
- ::maximumWeightProfile::maximum
- ::meanWeightProfile::mean
- ::minimumWeightProfile::minimum
- ::totalWeightProfile::total
V
binary_config
V
binary_diagnostics_json
V
binary_diagnostics_text
V
binary_model_diagnostics
V
binary_permutation_importance
V
binary_threshold_analysis
V
class_weight
V
classification_metrics
V
classification_metrics_json
V
classification_metrics_text
V
cross_validate
V
dataset
V
dataset_profile
V
dataset_profile_json
V
dataset_profile_text
V
default_binary_config
V
error_code
V
error_message
V
explain_binary_prediction
V
explain_multiclass_prediction
V
fit_scaler
V
kernel_diagnostics
V
kernel_diagnostics_json
V
kernel_diagnostics_text
V
kernel_matrix
V
kernel_value
V
multiclass_diagnostics_json
V
multiclass_diagnostics_text
V
multiclass_model_diagnostics
V
multiclass_permutation_importance
V
multiclass_prediction_audit
V
permutation_importance_json
V
permutation_importance_text
V
prediction_audit_json
V
prediction_audit_text
V
repeated_cross_validate
V
repeated_validation_json
V
repeated_validation_text
V
select_svm
V
stratified_folds
V
svm_candidate
V
threshold_analysis_json
V
threshold_analysis_text
V
train_binary
V
train_binary_weighted
V
train_multiclass
V
train_multiclass_weighted
V
training_margin_diagnostics
V
validate_kernel
V
weight_profile
V
weight_profile_json
V
weight_profile_text