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Group Recommender Systems : An Introduction / edited by Alexander Felfernig, Ludovico Boratto, Martin Stettinger, Marko Tkalčič.
- Format:
- Book
- Series:
- Signals and Communication Technology, 1860-4870
- Language:
- English
- Subjects (All):
- Telecommunication.
- Data mining.
- Information storage and retrieval systems.
- Computational intelligence.
- Communications Engineering, Networks.
- Data Mining and Knowledge Discovery.
- Information Storage and Retrieval.
- Computational Intelligence.
- Local Subjects:
- Communications Engineering, Networks.
- Data Mining and Knowledge Discovery.
- Information Storage and Retrieval.
- Computational Intelligence.
- Physical Description:
- 1 online resource (180 pages)
- Edition:
- 2nd ed. 2024.
- Place of Publication:
- Cham : Springer Nature Switzerland : Imprint: Springer, 2024.
- Summary:
- This book discusses different aspects of group recommender systems, which are systems that help to identify recommendations for groups instead of single users. In this context, the authors present different related techniques and applications. The book includes in-depth summaries of group recommendation algorithms, related industrial applications, different aspects of preference construction and explanations, user interface aspects of group recommender systems, and related psychological aspects that play a crucial role in group decision scenarios. Introduces the concepts of group recommender systems including a discussion of existing industrial applications; Provides an in-depth discussion of algorithms and techniques beyond existing basic group recommendation approaches; Includes a discussion of different aspects of human decision making, explanations, and related psychological models.
- Contents:
- Introduction
- Group Recommendation Techniques
- Decision Tasks and Basic Algorithms
- Algorithms for Group Recommendation
- Evaluating Group Recommender Systems
- Part 2. Group Recommender User Interfaces
- Group Recommender Applications
- Handling Preferences
- Explanations for Groups
- Part 3. Group Decision Processes
- Further Choice Scenarios
- Biases in Group Decisions
- Personality, Emotions, and Group Dynamics
- Conclusions.
- Notes:
- Includes bibliographical references and index.
- Other Format:
- Print version: Felfernig, Alexander Group Recommender Systems
- ISBN:
- 3-031-44943-6
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