VALUTAZIONE RECOMMENDER AGENT — LightFM Ibrido Algoritmo: WARP, no_components=10, 30 epochs Features: categorie + 5 fasce prezzo --- Content-Based (modello completo) --- Category Coherence@8: 1.0000 Macro-cat Coherence@8: 0.9388 Sotto-cat Coherence@8: 0.8324 --- Collaborative (leave-one-out, modello riaddestrato su train) --- Hit Rate@8: 0.0080 (8/1000) nDCG@8: 0.0058 Hit Rate@20: 0.0130 (13/1000) nDCG@20: 0.0071 Hit Rate@50: 0.0200 (20/1000) nDCG@50: 0.0085 Hit Rate@100: 0.0240 (24/1000) nDCG@100: 0.0092 MRR: 0.0059