Recommender systems: an introduction
Gespeichert in:
| Format: | Buch |
|---|---|
| Sprache: | English |
| Veröffentlicht: |
Cambridge [u.a.]
Cambridge Univ. Press
2011
|
| Ausgabe: | 1. publ. |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | Includes bibliographical references and index |
| Beschreibung: | XV, 335 S. Ill., graph. Darst. |
| ISBN: | 9780521493369 0521493366 |
Internformat
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| 245 | 1 | 0 | |a Recommender systems |b an introduction |c Dietmar Jannach ... |
| 250 | |a 1. publ. | ||
| 264 | 1 | |a Cambridge [u.a.] |b Cambridge Univ. Press |c 2011 | |
| 300 | |a XV, 335 S. |b Ill., graph. Darst. | ||
| 336 | |b txt |2 rdacontent | ||
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| 650 | 4 | |a Recommender systems (Information filtering) | |
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Datensatz im Suchindex
| _version_ | 1804143456111558656 |
|---|---|
| adam_text | Contents
Foreword by Joseph
A. Konstan
page
ix
Preface
xiii
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
5
l·
3.1
Content representation and content similarity
:Л
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
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
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 30j
Index
333
|
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| illustrated | Illustrated |
| indexdate | 2024-07-09T22:47:57Z |
| institution | BVB |
| isbn | 9780521493369 0521493366 |
| language | English |
| lccn | 2010021870 |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-020697438 |
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| title | Recommender systems an introduction |
| title_auth | Recommender systems an introduction |
| title_exact_search | Recommender systems an introduction |
| title_full | Recommender systems an introduction Dietmar Jannach ... |
| title_fullStr | Recommender systems an introduction Dietmar Jannach ... |
| title_full_unstemmed | Recommender systems an introduction Dietmar Jannach ... |
| title_short | Recommender systems |
| title_sort | recommender systems an introduction |
| title_sub | an introduction |
| topic | Personal communication service systems Recommender systems (Information filtering) Empfehlungssystem (DE-588)7511891-9 gnd |
| topic_facet | Personal communication service systems Recommender systems (Information filtering) Empfehlungssystem |
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