Joey De Pauw

Theoretically Sound Item Similarity Measures for Recommender Systems

Quantifying the similarity between items is fundamental to neighborhood-based collaborative filtering, yet many commonly used similarity measures are heuristics that lack theoretical justification. The use of heuristics forces practitioners to rely on empirical trial-and-error, offering little insight into why certain...