Trust for intelligent recommendation:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
2013
|
| Schriftenreihe: | SpringerBriefs in electrical and computer engineering
|
| Schlagworte: | |
| Online-Zugang: | Publisher description Table of contents only Inhaltsverzeichnis |
| Beschreibung: | XIV, 119 S. Ill., graph. Darst. 24 cm |
| ISBN: | 1461468949 9781461468943 |
Internformat
MARC
| LEADER | 00000nam a2200000 c 4500 | ||
|---|---|---|---|
| 001 | BV042698586 | ||
| 003 | DE-604 | ||
| 005 | 20150803 | ||
| 007 | t | ||
| 008 | 150716s2013 xxuad|| |||| 00||| eng d | ||
| 010 | |a 013932127 | ||
| 020 | |a 1461468949 |9 1-4614-6894-9 | ||
| 020 | |a 9781461468943 |9 978-1-4614-6894-3 | ||
| 035 | |a (OCoLC)915793285 | ||
| 035 | |a (DE-599)BVBBV042698586 | ||
| 040 | |a DE-604 |b ger |e aacr | ||
| 041 | 0 | |a eng | |
| 044 | |a xxu |c US | ||
| 049 | |a DE-739 | ||
| 050 | 0 | |a QA76.9.I58 | |
| 084 | |a ST 515 |0 (DE-625)143677: |2 rvk | ||
| 100 | 1 | |a Bhuiyan, Touhid |e Verfasser |4 aut | |
| 245 | 1 | 0 | |a Trust for intelligent recommendation |c Touhid Bhuiyan |
| 264 | 1 | |c 2013 | |
| 300 | |a XIV, 119 S. |b Ill., graph. Darst. |c 24 cm | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 490 | 0 | |a SpringerBriefs in electrical and computer engineering | |
| 650 | 4 | |a Künstliche Intelligenz | |
| 650 | 4 | |a Recommender systems (Information filtering) | |
| 650 | 4 | |a Artificial intelligence | |
| 650 | 0 | 7 | |a Empfehlungssystem |0 (DE-588)7511891-9 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Künstliche Intelligenz |0 (DE-588)4033447-8 |2 gnd |9 rswk-swf |
| 689 | 0 | 0 | |a Künstliche Intelligenz |0 (DE-588)4033447-8 |D s |
| 689 | 0 | 1 | |a Empfehlungssystem |0 (DE-588)7511891-9 |D s |
| 689 | 0 | |5 DE-604 | |
| 776 | 0 | 8 | |i Erscheint auch als |n Online-Ausgabe |z 9781461468950 |
| 856 | 4 | |u http://www.loc.gov/catdir/enhancements/fy1501/2013932127-d.html |3 Publisher description | |
| 856 | 4 | |u http://www.loc.gov/catdir/enhancements/fy1501/2013932127-t.html |3 Table of contents only | |
| 856 | 4 | 2 | |m Digitalisierung UB Passau - ADAM Catalogue Enrichment |q application/pdf |u 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 |3 Inhaltsverzeichnis |
| 999 | |a oai:aleph.bib-bvb.de:BVB01-028130129 | ||
Datensatz im Suchindex
| _version_ | 1804174896015605760 |
|---|---|
| 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
|
| any_adam_object | 1 |
| author | Bhuiyan, Touhid |
| author_facet | Bhuiyan, Touhid |
| author_role | aut |
| author_sort | Bhuiyan, Touhid |
| author_variant | t b tb |
| building | Verbundindex |
| bvnumber | BV042698586 |
| callnumber-first | Q - Science |
| callnumber-label | QA76 |
| callnumber-raw | QA76.9.I58 |
| callnumber-search | QA76.9.I58 |
| callnumber-sort | QA 276.9 I58 |
| callnumber-subject | QA - Mathematics |
| classification_rvk | ST 515 |
| ctrlnum | (OCoLC)915793285 (DE-599)BVBBV042698586 |
| discipline | Informatik |
| format | Book |
| fullrecord | <?xml version="1.0" encoding="UTF-8"?><collection xmlns="http://www.loc.gov/MARC21/slim"><record><leader>01911nam a2200469 c 4500</leader><controlfield tag="001">BV042698586</controlfield><controlfield tag="003">DE-604</controlfield><controlfield tag="005">20150803 </controlfield><controlfield tag="007">t</controlfield><controlfield tag="008">150716s2013 xxuad|| |||| 00||| eng d</controlfield><datafield tag="010" ind1=" " ind2=" "><subfield code="a">013932127</subfield></datafield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">1461468949</subfield><subfield code="9">1-4614-6894-9</subfield></datafield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">9781461468943</subfield><subfield code="9">978-1-4614-6894-3</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(OCoLC)915793285</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(DE-599)BVBBV042698586</subfield></datafield><datafield tag="040" ind1=" " ind2=" "><subfield code="a">DE-604</subfield><subfield code="b">ger</subfield><subfield code="e">aacr</subfield></datafield><datafield tag="041" ind1="0" ind2=" "><subfield code="a">eng</subfield></datafield><datafield tag="044" ind1=" " ind2=" "><subfield code="a">xxu</subfield><subfield code="c">US</subfield></datafield><datafield tag="049" ind1=" " ind2=" "><subfield code="a">DE-739</subfield></datafield><datafield tag="050" ind1=" " ind2="0"><subfield code="a">QA76.9.I58</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">ST 515</subfield><subfield code="0">(DE-625)143677:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="100" ind1="1" ind2=" "><subfield code="a">Bhuiyan, Touhid</subfield><subfield code="e">Verfasser</subfield><subfield code="4">aut</subfield></datafield><datafield tag="245" ind1="1" ind2="0"><subfield code="a">Trust for intelligent recommendation</subfield><subfield code="c">Touhid Bhuiyan</subfield></datafield><datafield tag="264" ind1=" " ind2="1"><subfield code="c">2013</subfield></datafield><datafield tag="300" ind1=" " ind2=" "><subfield code="a">XIV, 119 S.</subfield><subfield code="b">Ill., graph. Darst.</subfield><subfield code="c">24 cm</subfield></datafield><datafield tag="336" ind1=" " ind2=" "><subfield code="b">txt</subfield><subfield code="2">rdacontent</subfield></datafield><datafield tag="337" ind1=" " ind2=" "><subfield code="b">n</subfield><subfield code="2">rdamedia</subfield></datafield><datafield tag="338" ind1=" " ind2=" "><subfield code="b">nc</subfield><subfield code="2">rdacarrier</subfield></datafield><datafield tag="490" ind1="0" ind2=" "><subfield code="a">SpringerBriefs in electrical and computer engineering</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Künstliche Intelligenz</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Recommender systems (Information filtering)</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Artificial intelligence</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Empfehlungssystem</subfield><subfield code="0">(DE-588)7511891-9</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Künstliche Intelligenz</subfield><subfield code="0">(DE-588)4033447-8</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="689" ind1="0" ind2="0"><subfield code="a">Künstliche Intelligenz</subfield><subfield code="0">(DE-588)4033447-8</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2="1"><subfield code="a">Empfehlungssystem</subfield><subfield code="0">(DE-588)7511891-9</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2=" "><subfield code="5">DE-604</subfield></datafield><datafield tag="776" ind1="0" ind2="8"><subfield code="i">Erscheint auch als</subfield><subfield code="n">Online-Ausgabe</subfield><subfield code="z">9781461468950</subfield></datafield><datafield tag="856" ind1="4" ind2=" "><subfield code="u">http://www.loc.gov/catdir/enhancements/fy1501/2013932127-d.html</subfield><subfield code="3">Publisher description</subfield></datafield><datafield tag="856" ind1="4" ind2=" "><subfield code="u">http://www.loc.gov/catdir/enhancements/fy1501/2013932127-t.html</subfield><subfield code="3">Table of contents only</subfield></datafield><datafield tag="856" ind1="4" ind2="2"><subfield code="m">Digitalisierung UB Passau - ADAM Catalogue Enrichment</subfield><subfield code="q">application/pdf</subfield><subfield code="u">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</subfield><subfield code="3">Inhaltsverzeichnis</subfield></datafield><datafield tag="999" ind1=" " ind2=" "><subfield code="a">oai:aleph.bib-bvb.de:BVB01-028130129</subfield></datafield></record></collection> |
| id | DE-604.BV042698586 |
| illustrated | Illustrated |
| indexdate | 2024-07-10T07:07:40Z |
| institution | BVB |
| isbn | 1461468949 9781461468943 |
| language | English |
| lccn | 013932127 |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-028130129 |
| oclc_num | 915793285 |
| open_access_boolean | |
| owner | DE-739 |
| owner_facet | DE-739 |
| physical | XIV, 119 S. Ill., graph. Darst. 24 cm |
| publishDate | 2013 |
| publishDateSearch | 2013 |
| publishDateSort | 2013 |
| record_format | marc |
| series2 | SpringerBriefs in electrical and computer engineering |
| 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 |
| url | http://www.loc.gov/catdir/enhancements/fy1501/2013932127-d.html http://www.loc.gov/catdir/enhancements/fy1501/2013932127-t.html 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 |
| work_keys_str_mv | AT bhuiyantouhid trustforintelligentrecommendation |