API Overview

This page groups the most commonly used APIs for quick discovery.

Validators

• oversampleqa.validate_oversampling
• oversampleqa.validate_multiclass_oversampling
• oversampleqa.extract_synthetic_samples
• oversampleqa.TypedValidator
• oversampleqa.MemoryEfficientValidator

Benchmarking

• oversampleqa.run_benchmark
• oversampleqa.load_standard_datasets
• oversampleqa.compute_ranking
• oversampleqa.StatisticalBenchmark
• oversampleqa.DatasetRepository
• oversampleqa.create_benchmark_report

Metrics

• oversampleqa.calculate_error_rate
• oversampleqa.confidence_ratio
• oversampleqa.local_density_divergence
• oversampleqa.minority_recall_loss
• oversampleqa.umap_manifold_distance
• oversampleqa.check_model_fairness
• oversampleqa.noise_sensitivity_diagnostic

Plotting

• oversampleqa.plot_sample_distribution
• oversampleqa.plot_error_comparison
• oversampleqa.plot_error_boxplot
• oversampleqa.plot_error_ranking
• oversampleqa.plot_error_heatmap
• oversampleqa.plot_noise_sensitivity
• oversampleqa.plot_distance_histogram
• oversampleqa.plot_class_balance

CLI

• oversampleqa.cli.main
• oversampleqa.cli_enhanced.main