Social web artifacts for boosting recommenders: theory and implementation
Gespeichert in:
1. Verfasser: | |
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Format: | Elektronisch E-Book |
Sprache: | English |
Veröffentlicht: |
Heidelberg [u.a.]
Springer
2013
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Schriftenreihe: | Studies in computational intelligence
487 BV020822171 |
Schlagworte: | |
Online-Zugang: | DE-634 DE-Aug4 DE-573 DE-92 DE-898 DE-859 DE-863 DE-706 Volltext Inhaltsverzeichnis Abstract |
Beschreibung: | 1 Online-Ressource |
ISBN: | 9783319005270 |
DOI: | 10.1007/978-3-319-00527-0 |
Internformat
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Datensatz im Suchindex
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adam_text |
SOCIAL WEB ARTIFACTS FOR BOOSTING RECOMMENDERS
/ ZIEGLER, CAI-NICOLAS
: 2013
TABLE OF CONTENTS / INHALTSVERZEICHNIS
PART I LAYING FOUNDATIONS
PART II USE OF TAXONOMIC KNOWLEDGE
PART III SOCIAL TIES AND TRUST
PART IV AMALGAMATING TAXONOMIES AND TRUST
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
SOCIAL WEB ARTIFACTS FOR BOOSTING RECOMMENDERS
/ ZIEGLER, CAI-NICOLAS
: 2013
ABSTRACT / INHALTSTEXT
RECOMMENDER SYSTEMS, SOFTWARE PROGRAMS THAT LEARN FROM HUMAN BEHAVIOR
AND MAKE PREDICTIONS OF WHAT PRODUCTS WE ARE EXPECTED TO APPRECIATE AND
PURCHASE, HAVE BECOME AN INTEGRAL PART OF OUR EVERYDAY LIFE. THEY
PROLIFERATE ACROSS ELECTRONIC COMMERCE AROUND THE GLOBE AND EXIST FOR
VIRTUALLY ALL SORTS OF CONSUMABLE GOODS, SUCH AS BOOKS, MOVIES, MUSIC,
OR CLOTHES. AT THE SAME TIME, A NEW EVOLUTION ON THE WEB HAS STARTED TO
TAKE SHAPE, COMMONLY KNOWN AS THE “WEB 2.0” OR THE “SOCIAL WEB”:
CONSUMER-GENERATED MEDIA HAS BECOME RIFE, SOCIAL NETWORKS HAVE EMERGED
AND ARE PULLING SIGNIFICANT SHARES OF WEB TRAFFIC. IN LINE WITH THESE
DEVELOPMENTS, NOVEL INFORMATION AND KNOWLEDGE ARTIFACTS HAVE BECOME
READILY AVAILABLE ON THE WEB, CREATED BY THE COLLECTIVE EFFORT OF
MILLIONS OF PEOPLE. THIS TEXTBOOK PRESENTS APPROACHES TO EXPLOIT THE NEW
SOCIAL WEB FOUNTAIN OF KNOWLEDGE, ZEROING IN FIRST AND FOREMOST ON TWO
OF THOSE INFORMATION ARTIFACTS, NAMELY CLASSIFICATION TAXONOMIES AND
TRUST NETWORKS. THESE TWO ARE USED TO IMPROVE THE PERFORMANCE OF
PRODUCT-FOCUSED RECOMMENDER SYSTEMS: WHILE CLASSIFICATION TAXONOMIES ARE
APPROPRIATE MEANS TO FIGHT THE SPARSITY PROBLEM PREVALENT IN MANY
PRODUCTIVE RECOMMENDER SYSTEMS, INTERPERSONAL TRUST TIES – WHEN USED
AS PROXIES FOR INTEREST SIMILARITY – ARE ABLE TO MITIGATE THE
RECOMMENDERS' SCALABILITY PROBLEM
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT. |
any_adam_object | 1 |
author | Ziegler, Cai-Nicolas 1977- |
author_GND | (DE-588)130088382 |
author_facet | Ziegler, Cai-Nicolas 1977- |
author_role | aut |
author_sort | Ziegler, Cai-Nicolas 1977- |
author_variant | c n z cnz |
building | Verbundindex |
bvnumber | BV041060233 |
classification_rvk | ST 300 |
collection | ZDB-2-ENG |
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dewey-full | 006.3 |
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dewey-ones | 006 - Special computer methods |
dewey-raw | 006.3 |
dewey-search | 006.3 |
dewey-sort | 16.3 |
dewey-tens | 000 - Computer science, information, general works |
discipline | Informatik |
doi_str_mv | 10.1007/978-3-319-00527-0 |
format | Electronic eBook |
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isbn | 9783319005270 |
language | English |
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spellingShingle | Ziegler, Cai-Nicolas 1977- Social web artifacts for boosting recommenders theory and implementation Ingenieurwissenschaften Künstliche Intelligenz Data mining Artificial intelligence Engineering Soziales Netzwerk (DE-588)4055762-5 gnd Empfehlungssystem (DE-588)7511891-9 gnd Klassifikation (DE-588)4030958-7 gnd |
subject_GND | (DE-588)4055762-5 (DE-588)7511891-9 (DE-588)4030958-7 |
title | Social web artifacts for boosting recommenders theory and implementation |
title_auth | Social web artifacts for boosting recommenders theory and implementation |
title_exact_search | Social web artifacts for boosting recommenders theory and implementation |
title_full | Social web artifacts for boosting recommenders theory and implementation Cai-Nicolas Ziegler |
title_fullStr | Social web artifacts for boosting recommenders theory and implementation Cai-Nicolas Ziegler |
title_full_unstemmed | Social web artifacts for boosting recommenders theory and implementation Cai-Nicolas Ziegler |
title_short | Social web artifacts for boosting recommenders |
title_sort | social web artifacts for boosting recommenders theory and implementation |
title_sub | theory and implementation |
topic | Ingenieurwissenschaften Künstliche Intelligenz Data mining Artificial intelligence Engineering Soziales Netzwerk (DE-588)4055762-5 gnd Empfehlungssystem (DE-588)7511891-9 gnd Klassifikation (DE-588)4030958-7 gnd |
topic_facet | Ingenieurwissenschaften Künstliche Intelligenz Data mining Artificial intelligence Engineering Soziales Netzwerk Empfehlungssystem Klassifikation |
url | https://doi.org/10.1007/978-3-319-00527-0 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=026037378&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=026037378&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
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