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书名 基于境脉感知的同伴推荐研究
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作者 郑燕林
出版社 吉林大学出版社
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简介
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This book is organized as follows. Chapter 1 introduces the research background and purposes of this study. Chapter 2 recognizes the theoretical foundations for this study. Chapter 3 explores the e-learning context.Chapter 4 discusses peer interaction in the e-learning context, and suggests that effective peer interaction should be built on the considerations of knowledge relevance, social proximity and technical access between participants. Chapter 5 proposes a three-dimensional CA model for peer recommendation. Chapter 6 describes a CA-supported peer recommendation mechanism, which is based on mining learners' activity contexts in e-learning spaces. Chapter 7 presents a prototype case study (PeerFinder), which implements CA in a weblog system. Further discussion is provided in Chapter 8.

目录

Chapter 1 Introduction

 1.1 Research Background

 1.2 Purpose of this Study

 1.3 Book Overview

Chapter 2 Theoretical Foundation of this Study

 2.1 Social Constructivism Theory

 2.2 Social Information Processing Theory

 2.3 Activity Theory

Chapter 3 The e-Learning Context

 3.1 Two Concepts

3.1.1 Context

3.1.2 e-Learning

 3.2 Framework Description of the e-Learning Context

3.2.1 Key Elements in e-Learning

3.2.2 Learning Process based on Knowledge Transfer

3.2.3 Knowledge Goals of e-Learning

 3.3 Knowledge Context

 3.4 Social Context

 3.5 Technical Context

 3.6 Mediator: Activity Context

 3.7 Modeling Knowledge, Social, Technical Contexts

Chapter 4 Peer Interaction in the e-Learning Context

 4.1 Interaction

 4.2 Peer Interaction

 4.3 Computer-Mediated Communication

 4.4 Computer-supported Collaborative Learning

 4.5 Virtual Learning Community

 4.6 Support Potential Online Peer Interaction

4.6.1 Knowledge Relevance

4.6.2 Social Proximity

4.6.3 Technical Mediation

 4.7 Motivation and Engagement in Peer Interaction

Chapter 5 Three-dimensional Context-awareness Model for Peer Recommendation

 5.1 Literatures on Awareness

5.1.1 The Concept of Awareness

5.1.2 Classifications of Awareness

5.1.3 Awareness Models

5.1.4 Awareness Technology

5.1.5 Knowledge Awareness

5.1.6 Context-awareness and its Applications

 5.2 Three-dimensional Context-awareness Model for Peer Recommendation

5.2.1 CA to Knowledge Relevance

5.2.2 CA to Social Proximity

5.2.3 CA to Technical Access

 5.3 A Case Study of Learners' Percepti9ns toward the CA Model

5.3.1 Methodology

5.3.2 Results of Questionnaires

5.3.3 Findings

Chapter 6 Context-awareness Supported Peer Recommendation Mechanism based on Mining Activity Context

 6.1 Literacy Review on Recommender Systems

6.1.1 Information Filtering

6.1.2 Content-based Approach for Recommendation

6.1.3 Collaborative Filtering Approach for Recommendation

6.1.4 SNA-based Approach for Recommendation

6.1.5 Cold-start Problem in Recommender Systems

6.1.6 Recommender System Assessment

 6.2 Context Management

 6.3 Activity Context

6.3.1 Classifications of Activity Contexts

6.3.2 Modeling Learning Activity Context

6.3.3 Content Analysis of Learning Activity

 6.4 Framework Description of CA-supported Peer Recommendation Mechanism

 6.5 User Modeling

 6.6 Context Monitoring

 6.7 Context Filtering

 6.8 CA Visualization

6.8.1 Information Visualization

6.8.2 Social Visualization

6.8.3 CA Visualization

Chapter 7 A Case Study: PeerFinder

 7.1 Social Media

 7.2 Weblogs as the Test-bed

 7.3 The Design Space for Helping Learners Find Suitable Helpers

 7.4 System Configuration of PeerFinder

 7.5 Learning Activity Contexts in Weblogs

 7.6 Content Analysis in PeerFinder

 7.7 Recommendation Flow of PeerFinder

 7.8 Basis Strategies for Context Filtering in PeerFinder

 7.9 Mining Technical Context

 7.10 Indicators for CA Filtering

 7.11 Computing the Similarity among Learners

Chapter 8 Discussions

 8.1 The Extensibility and Flexibility of the CA Model

 8.2 The Feasibility and Validity of the CA-supported Peer Recommendation Mechanism

 8.3 More Than Peer Recommendation

8.3.1 Inspiration for the Construction of Learning Resources

8.3.2 Decreasing the Learning Curve of New Learners

8.3.3 Motivating Active and Potential Peer Interaction

8.3.4 Inspirations for the Cultivation and hnprovement of Online Learners' Learning Ability

Chapter 9 Conclusions and Future Research

 9.1 Conclusions

 9.2 Future Research

Bibliography

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