首頁外文書人文科普 〉Recommender Systems: The Textbook
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Recommender Systems: The Textbook

Recommender Systems: The Textbook


作者  /  Charu C. Aggarwal

出版社 / SPRINGER VERLAG

出版日期 / 2016/03/29

商品語言 / 英文

裝訂 / 精裝

定價 / NT$3,150

售價 / NT$ 3,150 ※ 特價商品,不再折扣

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Recommender Systems: The Textbook 其它優惠/消息


introduction all_character


內容簡介

This book comprehensively covers the topic of recommender systems, which provide personalized recommendations of products or services to users based on their previous searches or purchases. Recommender system methods have been adapted to diverse applications including query log mining, social networking, news recommendations, and computational advertising. This book synthesizes both fundamental and advanced topics of a research area that has now reached maturity.  The chapters of this book  are organized into three categories:

Algorithms and evaluation:  These chapters discuss the fundamental algorithms in recommender systems, including collaborative filtering methods, content-based methods, knowledge-based methods, ensemble-based methods, and evaluation.

Recommendations in specific domains and contexts: the context of a recommendation can be viewed as important side information that affects the recommendation goals. Different types of context such as temporal data, spatial data, social data, tagging data, and trustworthiness are explored.

Advanced topics and applications:  Various robustness aspects of recommender systems, such as shilling systems, attack models, and their defenses are discussed.

In addition, recent topics, such as learning to rank, multi-armed bandits, group systems, multi-criteria systems, and active learning systems, are introduced together with applications.

Although this book primarily serves as a textbook, it will also appeal to industrial practitioners and researchers due to its focus on applications and references. Numerous examples and exercises have been provided, and a solution manual is available for instructors.







詳細資料

誠品26碼 /2681435878006
ISBN 13 /9783319296579
ISBN 10 /3319296574
EAN /9783319296579

頁數498
尺寸25.4X17.8CM
裝訂精裝
級別
語言英文
成份




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