Recommender systems for information providers: designing customer centric paths to information
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Abschlussarbeit Buch |
| Sprache: | English |
| Veröffentlicht: |
Heidelberg
Physica-Verl.
2009
|
| Ausgabe: | 1. ed. |
| Schriftenreihe: | Contributions to management science
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | X, 158 S. Ill., graph. Darst. 24 cm |
| ISBN: | 9783790821338 |
Internformat
MARC
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| 245 | 1 | 0 | |a Recommender systems for information providers |b designing customer centric paths to information |c Andreas W. Neumann |
| 250 | |a 1. ed. | ||
| 264 | 1 | |a Heidelberg |b Physica-Verl. |c 2009 | |
| 300 | |a X, 158 S. |b Ill., graph. Darst. |c 24 cm | ||
| 336 | |b txt |2 rdacontent | ||
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| 338 | |b nc |2 rdacarrier | ||
| 490 | 0 | |a Contributions to management science | |
| 502 | |a Zugl.: Karlsruhe, Univ., Diss., 2008 | ||
| 650 | 7 | |a Customer Relationship Management |2 stw | |
| 650 | 7 | |a Empfehlungssystem |2 stw | |
| 650 | 7 | |a Informationswirtschaft |2 stw | |
| 650 | 4 | |a Electronic commerce | |
| 650 | 4 | |a Information storage and retrieval systems | |
| 650 | 4 | |a Recommender systems (Information filtering) | |
| 650 | 0 | 7 | |a Empfehlungssystem |0 (DE-588)7511891-9 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Informationsqualität |0 (DE-588)4793947-3 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Informationswirtschaft |0 (DE-588)4412411-9 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a SDI-Dienst |0 (DE-588)4351665-8 |2 gnd |9 rswk-swf |
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| 689 | 2 | 0 | |a Informationswirtschaft |0 (DE-588)4412411-9 |D s |
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Datensatz im Suchindex
| _version_ | 1804142813400530944 |
|---|---|
| adam_text | ANDREAS W. NEUMANN RECOMMENDER SYSTEMS FOR INFORMATION PROVIDERS
DESIGNING CUSTOMER CENTRIC PATHS TO INFORMATION PHYSICA-VERLAG A
SPRINGER COMPANY CONTENTS INTRODUCTION 1 1.1 RECOMMENDER SYSTEMS 1 1.2
SCIENTIFIC AND TECHNICAL INFORMATION 4 1.3 MOTIVATION AND FOCUS 6 1.4
CHAPTER GUIDE 8 THE MARKET OF SCIENTIFIC AND TECHNICAL INFORMATION .. 9
2.1 INFORMATION PROVIDERS IN THE DIGITAL AGE 9 2.2 THE 2-3-6-VALUE-CHAIN
FOR STI MARKETS 14 2.3 THE STRATEGIC POSITIONS OF THE MARKET PLAYERS 16
2.3.1 AUTHORS IN STI MARKETS 16 2.3.2 PUBLISHERS IN STI MARKETS 17 2.3.3
BOOKSTORES IN STI MARKETS 18 2.3.4 SCIENTIFIC LIBRARIES IN STI MARKETS
19 2.3.5 SCIENTIFIC ASSOCIATIONS IN STI MARKETS 20 2.4 RECOMMENDER
SYSTEMS IN THE BUSINESS PROFILE OF INFORMATION PROVIDERS 21
CLASSIFICATION AND MECHANISM DESIGN OF RECOMMENDER SYSTEMS 23 3.1
CLASSIFICATIONS OF RECOMMENDER SYSTEMS 23 3.2 MECHANISM DESIGN 26 A
SURVEY OF RECOMMENDER SYSTEMS AT MAJOR STI PROVIDERS 31 4.1 SCIENTIFIC
LIBRARIES 31 4.1.1 ACM PORTAL 32 4.1.2 IEEE XPLORE 32 4.1.3 CITESEER 33
VIII CONTENTS 4.1.4 GOOGLE SCHOLAR 34 4.2 SCIENTIFIC PROJECTS 35 4.2.1
TECHLENS 35 4.2.2 THE MELVYL RECOMMENDER PROJECT 36 4.3 E-COMMERCE:
AMAZON.COM 36 4.4 SOCIAL TAGGING 39 4.4.1 BIBSONOMY AND CITEULIKE 39
4.4.2 LIBRARYTHING 41 5 CASE STUDY: EXPLICIT RECOMMENDER SERVICES FOR
SCIENTIFIC LIBRARIES 43 5.1 GENERAL SETUP 43 5.2 RATING SERVICE 47 5.3
REVIEW SERVICE 48 5.4 USAGE STATISTICS 50 5.5 DISCUSSION 51 5.5.1 USAGE
AND MECHANISM DESIGN 51 5.5.2 TECHNICAL ISSUES 52 5.5.3 EXTENSIONS 54 6
GENERAL CONCEPTS OF BEHAVIOR-BASED RECOMMENDER SERVICES 57 6.1 REVEALED
PREFERENCE THEORY AND CHOICE SETS 57 6.2 SELF-SELECTION 59 6.3 PRICES,
TRANSACTION COSTS, MARKET BASKETS, LENDING DATA, AND BROWSER SESSIONS 59
6.4 KNOWLEDGE DISCOVERY AND DATA MINING 61 6.5 OBSERVED USERS VS. TARGET
GROUP OF RECOMMENDATIONS. . 61 6.6 FACTORS FOR THE DIFFUSION OF
RECOMMENDATIONS 62 7 ALGORITHMS FOR BEHAVIOR-BASED RECOMMENDER SYSTEMS
65 7.1 PURCHASE NOISE FILTERING BY MEANS OF THE LOGARITHMIC SERIES
DISTRIBUTION 65 7.1.1 EHRENBERG S REPEAT-BUYING THEORY 66 7.1.2
REPEAT-BUYING THEORY FOR CONSUMER PANEL ANALYSIS 67 7.1.3 REPEAT-BUYING
THEORY FOR ANONYMOUS MARKET BASKET DATA 71 7.1.4 THE LSD-ALGORITHM FOR
THE GENERATION OF RECOMMENDATIONS 73 CONTENTS IX 7.2 POSICI AND POMICI:
RECOMMENDATIONS FROM SMALL SAMPLES 76 7.2.1 A MOTIVATIONAL EXAMPLE:
STATISTICAL PROPERTIES OF MARKET BASKETS IN LIBRARY META CATALOGS 78
7.2.2 MATHEMATICAL SETUP 79 7.2.3 POSICI: PROBABILITY OF SINGLE ITEM
CO-INSPECTIONS 80 7.2.4 POMICI: PROBABILITY OF MULTIPLE ITEMS
CO-INSPECTIONS 82 7.2.5 POSICI VS. POMICI*DIFFERENCES, SIMILARITIES, AND
IMPROVEMENTS 85 7.3 RELATED METHODS 87 7.3.1 COLLABORATIVE FILTERING 88
7.3.2 REGRESSION MODELS 88 7.3.3 ASSOCIATION RULES 88 7.3.4 CLUSTERING
89 8 CASE STUDY: BEHAVIOR-BASED RECOMMENDER SERVICES FOR SCIENTIFIC
LIBRARIES 91 8.1 SERVICE DESCRIPTION 91 8.1.1 INPUT DATA 92 8.1.2 USER
INTERFACE 95 8.2 IMPLEMENTATION 97 8.2.1 SYSTEM ARCHITECTURE 97 8.2.2
ADVANTAGES OF THE DISTRIBUTED DESIGN 103 8.2.3 SYSTEM OPERATOR CONTROL
INTERFACE 104 8.3 EVALUATION 106 8.3.1 RECOMMENDATION STATISTICS 107
8.3.2 USAGE 109 8.3.3 USER SURVEYS 110 8.3.4 DIFFUSION OF
RECOMMENDATIONS 112 8.4 BIBTIP: COMMERCIAL IMPLICIT RECOMMENDATION
SERVICES FOR LIBRARIES 115 8.5 EXTENSIONS, IMPROVEMENTS, AND FURTHER
APPLICATIONS ... 116 8.5.1 PUSH E-MAIL NOTIFICATION SERVICE 116 8.5.2
HIGHER ORDER RECOMMENDATIONS 117 8.5.3 NON-STATIONARY REGIME 117 9
VISUALIZING AND EXPLORING INFORMATION SPACES 121 9.1 A SURVEY OF VISUAL
INTERFACES TO INFORMATION PROVIDERS . . 122 9.2 RECODIVER: A GRAPH-BASED
USER INTERFACE TO RECOMMENDATIONS 124 9.2.1 THE USER INTERFACE DESIGN OF
RECODIVER 125 X CONTENTS 9.2.2 RADIAL TREE LAYOUT 126 9.2.3 DYNAMIC
VISUAL FILTERING 127 9.2.4 IMPLEMENTATION 128 9.3 EVALUATION 130 9.3.1
USABILITY EVALUATION OF RECODIVER 130 9.3.2 COMPARATIVE INTERFACE SURVEY
131 9.4 DISCUSSION AND OUTLOOK 132 10 DISCUSSION 135 LIST OF FIGURES 139
LIST OF TABLES 143 REFERENCES 145
|
| any_adam_object | 1 |
| author | Neumann, Andreas W. |
| author_GND | (DE-588)134248244 |
| author_facet | Neumann, Andreas W. |
| author_role | aut |
| author_sort | Neumann, Andreas W. |
| author_variant | a w n aw awn |
| building | Verbundindex |
| bvnumber | BV036422466 |
| 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)308158330 (DE-599)DNB990864960 |
| dewey-full | 006.7 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 006 - Special computer methods |
| dewey-raw | 006.7 |
| dewey-search | 006.7 |
| dewey-sort | 16.7 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Allgemeines Informatik |
| edition | 1. ed. |
| format | Thesis Book |
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| indexdate | 2024-07-09T22:37:44Z |
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| isbn | 9783790821338 |
| language | English |
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| physical | X, 158 S. Ill., graph. Darst. 24 cm |
| publishDate | 2009 |
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| publisher | Physica-Verl. |
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| spelling | Neumann, Andreas W. Verfasser (DE-588)134248244 aut Recommender systems for information providers designing customer centric paths to information Andreas W. Neumann 1. ed. Heidelberg Physica-Verl. 2009 X, 158 S. Ill., graph. Darst. 24 cm txt rdacontent n rdamedia nc rdacarrier Contributions to management science Zugl.: Karlsruhe, Univ., Diss., 2008 Customer Relationship Management stw Empfehlungssystem stw Informationswirtschaft stw Electronic commerce Information storage and retrieval systems Recommender systems (Information filtering) Empfehlungssystem (DE-588)7511891-9 gnd rswk-swf Informationsqualität (DE-588)4793947-3 gnd rswk-swf Informationswirtschaft (DE-588)4412411-9 gnd rswk-swf SDI-Dienst (DE-588)4351665-8 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content SDI-Dienst (DE-588)4351665-8 s Empfehlungssystem (DE-588)7511891-9 s DE-604 Informationsqualität (DE-588)4793947-3 s Informationswirtschaft (DE-588)4412411-9 s 1\p DE-604 Erscheint auch als Online-Ausgabe 978-3-7908-2134-5 GBV Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=020219295&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Neumann, Andreas W. Recommender systems for information providers designing customer centric paths to information Customer Relationship Management stw Empfehlungssystem stw Informationswirtschaft stw Electronic commerce Information storage and retrieval systems Recommender systems (Information filtering) Empfehlungssystem (DE-588)7511891-9 gnd Informationsqualität (DE-588)4793947-3 gnd Informationswirtschaft (DE-588)4412411-9 gnd SDI-Dienst (DE-588)4351665-8 gnd |
| subject_GND | (DE-588)7511891-9 (DE-588)4793947-3 (DE-588)4412411-9 (DE-588)4351665-8 (DE-588)4113937-9 |
| title | Recommender systems for information providers designing customer centric paths to information |
| title_auth | Recommender systems for information providers designing customer centric paths to information |
| title_exact_search | Recommender systems for information providers designing customer centric paths to information |
| title_full | Recommender systems for information providers designing customer centric paths to information Andreas W. Neumann |
| title_fullStr | Recommender systems for information providers designing customer centric paths to information Andreas W. Neumann |
| title_full_unstemmed | Recommender systems for information providers designing customer centric paths to information Andreas W. Neumann |
| title_short | Recommender systems for information providers |
| title_sort | recommender systems for information providers designing customer centric paths to information |
| title_sub | designing customer centric paths to information |
| topic | Customer Relationship Management stw Empfehlungssystem stw Informationswirtschaft stw Electronic commerce Information storage and retrieval systems Recommender systems (Information filtering) Empfehlungssystem (DE-588)7511891-9 gnd Informationsqualität (DE-588)4793947-3 gnd Informationswirtschaft (DE-588)4412411-9 gnd SDI-Dienst (DE-588)4351665-8 gnd |
| topic_facet | Customer Relationship Management Empfehlungssystem Informationswirtschaft Electronic commerce Information storage and retrieval systems Recommender systems (Information filtering) Informationsqualität SDI-Dienst Hochschulschrift |
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