Documentation in stanscofi

• Datasets
  • Dataset
    • Dataset.subset()
    • Dataset.summary()
    • Dataset.visualize()
  • generate_dummy_dataset()
• Models
  • BasicModel
    • BasicModel.fit()
    • BasicModel.model_fit()
    • BasicModel.model_predict_proba()
    • BasicModel.predict()
    • BasicModel.predict_proba()
    • BasicModel.preprocessing()
    • BasicModel.print_classification()
    • BasicModel.print_scores()
    • BasicModel.recommend_k_pairs()
  • LogisticRegression
    • LogisticRegression.model_fit()
    • LogisticRegression.model_predict_proba()
    • LogisticRegression.preprocessing()
  • NMF
    • NMF.model_fit()
    • NMF.model_predict_proba()
    • NMF.preprocessing()
• Preprocessing
  • CustomScaler
    • CustomScaler.fit_transform()
  • Perlman_procedure()
  • cartesian_product_transpose()
  • meanimputation_standardize()
  • preprocessing_XY()
  • same_feature_preprocessing()
• Training/Testing
  • cv_training()
  • grid_search()
  • indices_to_folds()
  • random_cv_split()
  • random_simple_split()
  • weakly_correlated_split()
• Validation
  • AP()
  • AUC()
  • DCGk()
  • ERR()
  • F1K()
  • Fscore()
  • HRk()
  • MAP()
  • MRR()
  • MeanRank()
  • NDCGk()
  • PrecisionK()
  • RP()
  • RecallK()
  • Rscore()
  • TAU()
  • compute_metrics()
  • plot_metrics()
• Utils
  • compute_sparsity()
  • load_dataset()
  • matrix2ratings()
  • merge_ratings()
  • print_dataset()
  • ratings2matrix()