Trust for intelligent recommendation:
Saved in:
| Main Author: | |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
2013
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| Series: | SpringerBriefs in electrical and computer engineering
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| Subjects: | |
| Online Access: | Publisher description Table of contents only Inhaltsverzeichnis |
| Physical Description: | XIV, 119 S. Ill., graph. Darst. 24 cm |
| ISBN: | 1461468949 9781461468943 |
Staff View
MARC
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Record in the Search Index
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| adam_text | Contents
1 Introduction.......................................................... 1
1.1 Problem and Objectives.......................................... 5
1.2 Significance and Contributions.................................. 6
1.3 Research Methodology............................................ 7
1.4 Background of this Research Project............................. 8
1.5 Book Outline................................................... 8
2 Literature Review..................................................... 9
2.1 Fundamentals of Trust and Trust Network........................ 10
2.1.1 Trust Overview.......................................... 10
2.1.2 Previous Works on Trust................................. 14
2.2 Recommender Systems............................................ 20
2.2.1 Demographic-Based Filtering............................. 21
2.2.2 Knowledge-Based Filtering ............................ 22
2.2.3 Utility-Based Filtering................................. 23
2.2.4 Content-Based Filtering................................. 23
2.2.5 Collaborative Filtering................................. 25
2.2.6 Hybrid Recommender System............................... 27
2.3 Web 2.0........................................................ 28
2.3.1 Social Tags............................................. 28
2.3.2 Web 2.0 and Social Networks............................ 31
2.4 Chapter Summary................................................ 32
3 Trust Inferences Using Subjective Logic......................... . . 33
3.1 Introduction to Subjective Logic............................... 34
3.1.1 Subjective Opinion Representation.................... . 35
3.1.2 Operators of Subjective Logic .......................... 36
3.2 Transitivity and Trust Inferences.............................. 39
3.3 Trust Network Analysis with Subjective Logic................... 42
3.4 Trust Path Dependency and Network Simplification............... 46
3.5 Related Work................................................. 50
3.6 Chapter Summary................................................ 51
X.i
Contents
4 Online Survey on Trust and Interest Similarity....................... 53
4.1 Related Work.................................................... 53
4.2 Survey on the Relationship Between Interest Similarity
and Trust..................................................... 55
4.2.1 Study Objective.......................................... 55
4.2.2 Study Design............................................. 55
4.2.3 Recruitment and Data Collection.......................... 56
4.2.4 Respondents.............................................. 57
4.2.5 Results................................................ 57
4.2.6 Findings and Discussion.................................. 59
4.2.7 Conclusions.............................................. 61
4.3 Chapter Summary............................................... 61
5 SunTrust: The Algorithm for Similarity-Based Trust
Network Generation................................................. 63
5.1 Related Work................................................ 64
5.2 Similarity-Based Trust Construction............................. 66
5.2.1 Notations................................................ 66
5.2.2 Proposed Approach........................................ 66
5.3 Chapter Summary................................................. 73
6 Experiments and Evaluation........................................... 75
6.1 Experimental Method.......................................... 75
6.2 Experimental Dataset........................................... 77
6.3 Parameterization................................................ 78
6.4 Jaccard Similarity Calculations................................. 78
6.5 Traditional Approach of Collaborative Filtering................. 79
6.6 Evaluation Methods.............................................. 80
6.7 Experiment Results and Discussion: Hypothesis 1.............. 82
6.8 Experiment Results and Discussion: Hypothesis 2 and 3........... 87
6.9 Chapter Summary................................................. 91
7 Conclusions.......................................................... 93
7.1 Contribution.................................................. 93
7.2 Limitations..................................................... 95
7.3 Future Work..................................................... 95
Appendix A: Sample Survey Questions......................... 97
Appendix B: Glossary of Terms and Abbreviations....................... 101
Appendix C: Combining Trust and Reputation Management................. 103
References............................................................ Ill
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| institution | BVB |
| isbn | 1461468949 9781461468943 |
| language | English |
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| physical | XIV, 119 S. Ill., graph. Darst. 24 cm |
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| spelling | Bhuiyan, Touhid Verfasser aut Trust for intelligent recommendation Touhid Bhuiyan 2013 XIV, 119 S. Ill., graph. Darst. 24 cm txt rdacontent n rdamedia nc rdacarrier SpringerBriefs in electrical and computer engineering Künstliche Intelligenz Recommender systems (Information filtering) Artificial intelligence Empfehlungssystem (DE-588)7511891-9 gnd rswk-swf Künstliche Intelligenz (DE-588)4033447-8 gnd rswk-swf Künstliche Intelligenz (DE-588)4033447-8 s Empfehlungssystem (DE-588)7511891-9 s DE-604 Erscheint auch als Online-Ausgabe 9781461468950 http://www.loc.gov/catdir/enhancements/fy1501/2013932127-d.html Publisher description http://www.loc.gov/catdir/enhancements/fy1501/2013932127-t.html Table of contents only Digitalisierung UB Passau - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028130129&sequence=000004&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Bhuiyan, Touhid Trust for intelligent recommendation Künstliche Intelligenz Recommender systems (Information filtering) Artificial intelligence Empfehlungssystem (DE-588)7511891-9 gnd Künstliche Intelligenz (DE-588)4033447-8 gnd |
| subject_GND | (DE-588)7511891-9 (DE-588)4033447-8 |
| title | Trust for intelligent recommendation |
| title_auth | Trust for intelligent recommendation |
| title_exact_search | Trust for intelligent recommendation |
| title_full | Trust for intelligent recommendation Touhid Bhuiyan |
| title_fullStr | Trust for intelligent recommendation Touhid Bhuiyan |
| title_full_unstemmed | Trust for intelligent recommendation Touhid Bhuiyan |
| title_short | Trust for intelligent recommendation |
| title_sort | trust for intelligent recommendation |
| topic | Künstliche Intelligenz Recommender systems (Information filtering) Artificial intelligence Empfehlungssystem (DE-588)7511891-9 gnd Künstliche Intelligenz (DE-588)4033447-8 gnd |
| topic_facet | Künstliche Intelligenz Recommender systems (Information filtering) Artificial intelligence Empfehlungssystem |
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