Metrics ======== .. automodule:: cornac.metrics ++++++ Rating ++++++ Mean Absolute Error (MAE) ------------------------- .. autoclass:: MAE Mean Squared Error (MSE) ------------------------ .. autoclass:: MSE Root Mean Squared Error (RMSE) ------------------------------ .. autoclass:: RMSE +++++++ Ranking +++++++ Area Under the Curve (AUC) -------------------------- .. autoclass:: AUC Fmeasure (F1) ------------- .. autoclass:: FMeasure Hit Ratio (HitRatio) -------------------- .. autoclass:: HitRatio Mean Average Precision (MAP) ---------------------------- .. autoclass:: MAP Mean Reciprocal Rank (MRR) -------------------------- .. autoclass:: MRR Normalized Cumulative Reciprocal Rank (NCRR) -------------------------------------------- .. autoclass:: NCRR Normalized Discount Cumulative Gain (NDCG) ------------------------------------------ .. autoclass:: NDCG Precision --------- .. autoclass:: Precision Recall ------ .. autoclass:: Recall