文件名称:
Recommender Sytems Handbook.pdf
开发工具:
文件大小: 19mb
下载次数: 0
上传时间: 2012-05-26
详细说明： 本书的目录如下： 1 Introduction 1 1.1 Part I: Introduction to basic concepts 2 1.2 Part II: Recent developments 8 PART I: INTRODUCTION TO BASIC CONCEPTS 2 Collaborative recommendation 13 2.1 User-based nearest neighbor recommendation 13 2.2 Item-based nearest neighbor recommendation 18 2.3 About ratings 22 2.4 Further model-based and preprocessing-based approaches 26 2.5 Recent practical approaches and systems 40 2.6 Discussion and summary 47 2.7 Bibliographical notes 49 3 Content-based recommendation 51 3.1 Content representation and content similarity 52 3.2 Similarity-based retrieval 58 3.3 Other text classification methods 63 3.4 Discussion 74 3.5 Summary 77 3.6 Bibliographical notes 79 4 Knowledge-based recommendation 81 4.1 Introduction 81 v vi Contents 4.2 Knowledge representation and reasoning 82 4.3 Interacting with constraint-based recommenders 87 4.4 Interacting with case-based recommenders 101 4.5 Example applications 113 4.6 Bibliographical notes 122 5 Hybrid recommendation approaches 124 5.1 Opportunities for hybridization 125 5.2 Monolithic hybridization design 129 5.3 Parallelized hybridization design 134 5.4 Pipelined hybridization design 138 5.5 Discussion and summary 141 5.6 Bibliographical notes 142 6 Explanations in recommender systems 143 6.1 Introduction 143 6.2 Explanations in constraint-based recommenders 147 6.3 Explanations in case-based recommenders 157 6.4 Explanations in collaborative filtering recommenders 161 6.5 Summary 165 7 Evaluating recommender systems 166 7.1 Introduction 166 7.2 General properties of evaluation research 167 7.3 Popular evaluation designs 175 7.4 Evaluation on historical datasets 177 7.5 Alternate evaluation designs 184 7.6 Summary 187 7.7 Bibliographical notes 188 8 Case study: Personalized game recommendations on the mobile Internet 189 8.1 Application and personalization overview 191 8.2 Algorithms and ratings 193 8.3 Evaluation 194 8.4 Summary and conclusions 206 PART II: RECENT DEVELOPMENTS 9 Attacks on collaborative recommender systems 211 9.1 A first example 212 Contents vii 9.2 Attack dimensions 213 9.3 Attack types 214 9.4 Evaluation of effectiveness and countermeasures 219 9.5 Countermeasures 221 9.6 Privacy aspects – distributed collaborative filtering 225 9.7 Discussion 232 10 Online consumer decision making 234 10.1 Introduction 234 10.2 Context effects 236 10.3 Primacy/recency effects 240 10.4 Further effects 243 10.5 Personality and social psychology 245 10.6 Bibliographical notes 252 11 Recommender systems and the next-generation web 253 11.1 Trust-aware recommender systems 254 11.2 Folksonomies and more 262 11.3 Ontological filtering 279 11.4 Extracting semantics from the web 285 11.5 Summary 288 12 Recommendations in ubiquitous environments 289 12.1 Introduction 289 12.2 Context-aware recommendation 291 12.3 Application domains 294 12.4 Summary 297 13 Summary and outlook 299 13.1 Summary 299 13.2 Outlook 300 Bibliography ...展开收缩
(系统自动生成,下载前可以参看下载内容)
下载文件列表
相关说明
- 本站资源为会员上传分享交流与学习,如有侵犯您的权益,请联系我们删除.
- 本站是交换下载平台，提供交流渠道，下载内容来自于网络，除下载问题外，其它问题请自行百度。
- 本站已设置防盗链，请勿用迅雷、QQ旋风等多线程下载软件下载资源，下载后用WinRAR最新版进行解压.
- 如果您发现内容无法下载，请稍后再次尝试；或者到消费记录里找到下载记录反馈给我们.
- 下载后发现下载的内容跟说明不相乎，请到消费记录里找到下载记录反馈给我们，经确认后退回积分.
- 如下载前有疑问，可以通过点击"提供者"的名字，查看对方的联系方式，联系对方咨询.
