760 search results - page 7 / 152 » Recommendation Systems: A Probabilistic Analysis |
IJCAI
2003
13 years 9 months ago
2003
Abstract. This paper presents a unifying framework to model casebased reasoning recommender systems (CBR-RSs). CBR-RSs have complex architectures and specialize the CBR problem sol...
FLAIRS
2004
13 years 9 months ago
2004
Initial successes in the area of recommender systems have led to considerable early optimism. However as a research community, we are still in the early days of our understanding ...
FAC
2007
13 years 8 months ago
2007
Abstract. We develop a model of Parametric Probabilistic Transition Systems, where probabilities associated with transitions may be parameters. We show how to find instances of th...
COOPIS
2004
IEEE
14 years 4 days ago
2004
IEEE
Recommender systems, notably collaborative and hybrid information filtering approaches, vitally depend on neighborhood formation, i.e., selecting small subsets of most relevant pee...
AICS
2009
13 years 6 months ago
2009
Collaborative filtering (CF) recommender systems are very popular and successful in commercial application fields. However, robustness analysis research has shown that conventional...