Arrhythmia 发表于 2025-3-23 10:45:12
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Recommender Systems: Introduction and Challenges,In this introductory chapter, we briefly discuss basic RS ideas and concepts. Our main goal is to delineate, in a coherent and structured way, the chapters included in this handbook. Additionally, we aim to help the reader navigate the rich and detailed content that this handbook offers.superfluous 发表于 2025-3-23 21:53:12
A Comprehensive Survey of Neighborhood-Based Recommendation Methodseir efficiency, and their ability to produce accurate and personalized recommendations. This chapter presents a comprehensive survey of neighborhood-based methods for the item recommendation problem. In particular, the main benefits of such methods, as well as their principal characteristics, are deLipoprotein 发表于 2025-3-24 02:02:47
Advances in Collaborative Filteringin the recently completed Netflix competition has contributed to its popularity. This chapter surveys the recent progress in the field. Matrix factorization techniques, which became a first choice for implementing CF, are described together with recent innovations. We also describe several extension构成 发表于 2025-3-24 05:45:56
Semantics-Aware Content-Based Recommender Systemsectively exploited to suggest items similar to those a target user already liked in the past. Most content-based recommender systems use textual features to represent items and user profiles, hence they suffer from the classical problems of natural language ambiguity. This chapter presents a compreh不可知论 发表于 2025-3-24 07:18:55
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Context-Aware Recommender Systemsn, information retrieval, ubiquitous and mobile computing, data mining, marketing, and management. While a substantial amount of research has already been performed in the area of recommender systems, many existing approaches focus on recommending the most relevant items to users without taking intogrieve 发表于 2025-3-24 16:34:26
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Evaluating Recommender Systemsses a system designer that wishes to employ a recommendater system must choose between a set of candidate approaches. A first step towards selecting an appropriate algorithm is to decide which properties of the application to focus upon when making this choice. Indeed, recommender systems have a varbadinage 发表于 2025-3-24 23:44:45
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