A meta model for team recommendations in open innovation networks:
Gespeichert in:
| 1. Verfasser: | |
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| Format: | Abschlussarbeit Buch |
| Sprache: | English |
| Veröffentlicht: |
2012
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| Schlagworte: | |
| Online-Zugang: | kostenfrei https://nbn-resolving.org/urn:nbn:de:bvb:91-diss-20120723-1098258-0-3 Inhaltsverzeichnis |
| Beschreibung: | 238 S. graph. Darst. |
Internformat
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Datensatz im Suchindex
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|---|---|
| adam_text | IMAGE 1
CONTENTS
ABSTRACT 3
KURZFASSUNG 5
ACKNOWLEDGMENT 7
TABLE O F CONTENTS 9
LIST O F FIGURES 1 3
LIST O F TABLES 1 5
LIST O F ABBREVIATIONS 1 7
1 INTRODUCTION 1 9
1.1 PROBLEM STATEMENT 20
1.2 RESEARCH METHODOLOGY 21
1.3 CONTRIBUTIONS 22
1.4 OUTLINE 23
2 OPEN INNOVATION 2 5
2.1 OPEN INNOVATION AND OPEN INNOVATION SUPPORT 25
2.1.1 THE OPEN INNOVATION PARADIGM 26
2.1.2 OPEN INNOVATION PLATFORMS 28
2.1.3 KOPIWA 29
2.1.4 IT SUPPORT SYSTEMS FOR OPEN INNOVATION 31
2.2 RECOMMENDER SYSTEMS 38
2.2.1 TRADITIONAL RECOMMENDER APPROACHES 39
2.2.2 STATE OF THE ART 44
2.2.3 EVALUATION OF RECOMMENDER SYSTEMS 55
3 TEAM COMPOSITION 5 9
3.1 APPROACHES FROM BEHAVIORAL SCIENCES 61
3.1.1 EMPIRICAL STUDIES 62
9
HTTP://D-NB.INFO/103210029X
IMAGE 2
CONTENTS
3.1.2 MODELS OF TEAM BEHAVIOR 69
3.1.3 ANALYTICAL FRAMEWORKS 76
3.1.4 SUMMARY 77
3.2 APPROACHES FROM PRACTICE 78
3.2.1 INTERVIEWS 78
3.2.2 EMPIRICAL RESULTS 80
3.2.3 SUMMARY 82
3.3 ALGORITHMIC APPROACHES 83
3.3.1 SEMANTIC-BASED 84
3.3.2 SOCIAL NETWORK-BASED 84
3.3.3 BEHAVIOR-BASED 85
3.3.4 IDEAL COMBINATION OF ATTRIBUTES 86
3.3.5 CLUSTERING-BASED 87
3.3.6 LATENT SEMANTIC ANALYSIS 88
3.3.7 SUMMARY 89
3.4 SUMMARY, ANALYSIS AND COMPARISON OF APPROACHES 90
4 A META MODEL FOR TEAM RECOMMENDER 9 5
4.1 ADVANTAGES OF TEAM RECOMMENDATION SYSTEMS 96
4.2 CHALLENGES OF ALGORITHMIC RECOMMENDATION OF TEAMS 97
4.3 ASPECT ENTITIES OF TEAM COMPOSITION 100
4.3.1 TEAM MEMBER VARIABLES 100
4.3.2 OUTPUT/OUTCOME VARIABLES 101
4.3.3 TEAM INTERMEDIATE VARIABLES 102
4.3.4 TEAM EXTERNAL VARIABLES 103
4.3.5 DEPENDENCIES 106
4.3.6 CONSTRAINTS 108
4.4 CATEGORIZATION ANALYSIS 109
4.5 SOLUTION APPROACH 112
4.5.1 GENERIC SOLUTION VS. TAILORED SOLUTION 114
4.5.2 A META MODEL FOR TEAM RECOMMENDATION 116
4.6 FROM TEAM COMPOSITION ASPECT ENTITIES TO META MODEL COMPONENTS 116
4.7 META MODEL FORMALIZATION 120
4.7.1 FORMALIZATION SUMMARY 124
4.7.2 META MODEL BENEFITS 125
4.8 MODELING TEAM COMPOSITION STRATEGIES 126
4.8.1 PELLED S MODEL 126
4.8.2 BOUNCKEN AND WINKLER MODEL 130
4.8.3 MELLO AND RUCKES MODEL 136
10
IMAGE 3
CONTENTS
4.9 SUMMARY 139
5 APPLICATION IN RECOMMENDATION ALGORITHMS 1 4 1
5.1 CONSTRAINT-BASED 142
5.1.1 SELECTED META MODEL COMPONENTS 143
5.1.2 RECOMMENDATION APPROACH 144
5.1.3 ALGORITHM SUMMARY 148
5.2 CASE-BASED 152
5.2.1 SELECTED META MODEL COMPONENTS 152
5.2.2 RECOMMENDATION APPROACH 154
5.2.3 ALGORITHM SUMMARY 160
5.3 MODEL-BASED 164
5.3.1 SELECTED META MODEL COMPONENTS 165
5.3.2 RECOMMENDATION APPROACH 167
5.3.3 ALGORITHM SUMMARY 172
5.4 SUMMARY 180
6 EVALUATION 1 8 1
6.1 EVALUATION CRITERIA AND APPROACH 181
6.2 EXPRESSIVENESS 183
6.3 APPLICABILITY (EVALUATING ALGORITHMS) 183
6.3.1 CONSTRAINT-BASED 184
6.3.2 CASE-BASED 190
6.3.3 MODEL-BASED 197
6.3.4 SUMMARY 204
6.4 EVALUATING REGARDING CHALLENGES 205
6.5 DISCUSSION AND OVERALL VALUATION 207
7 CONCLUSION 2 1 3
7.1 SUMMARY 213
7.2 EXTENSIONS AND FUTURE WORK 215
BIBLIOGRAPHY 2 1 7
A INTERVIEWS 2 3 3
A.L OUTLINE 233
A.2 STATEMENTS 234
11
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| spelling | Brocco, Michele Verfasser aut A meta model for team recommendations in open innovation networks Michele Brocco 2012 238 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier München, Techn. Univ., Diss., 2012 Empfehlungssystem (DE-588)7511891-9 gnd rswk-swf Arbeitsgruppe (DE-588)4124562-3 gnd rswk-swf Open Innovation (DE-588)7732141-8 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Open Innovation (DE-588)7732141-8 s Arbeitsgruppe (DE-588)4124562-3 s Empfehlungssystem (DE-588)7511891-9 s DE-604 Erscheint auch als Online-Ausgabe urn:nbn:de:bvb:91-diss-20120723-1098258-0-3 http://mediatum.ub.tum.de/node?id=1098258 Verlag kostenfrei Volltext https://nbn-resolving.org/urn:nbn:de:bvb:91-diss-20120723-1098258-0-3 Resolving-System DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025226318&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Brocco, Michele A meta model for team recommendations in open innovation networks Empfehlungssystem (DE-588)7511891-9 gnd Arbeitsgruppe (DE-588)4124562-3 gnd Open Innovation (DE-588)7732141-8 gnd |
| subject_GND | (DE-588)7511891-9 (DE-588)4124562-3 (DE-588)7732141-8 (DE-588)4113937-9 |
| title | A meta model for team recommendations in open innovation networks |
| title_auth | A meta model for team recommendations in open innovation networks |
| title_exact_search | A meta model for team recommendations in open innovation networks |
| title_full | A meta model for team recommendations in open innovation networks Michele Brocco |
| title_fullStr | A meta model for team recommendations in open innovation networks Michele Brocco |
| title_full_unstemmed | A meta model for team recommendations in open innovation networks Michele Brocco |
| title_short | A meta model for team recommendations in open innovation networks |
| title_sort | a meta model for team recommendations in open innovation networks |
| topic | Empfehlungssystem (DE-588)7511891-9 gnd Arbeitsgruppe (DE-588)4124562-3 gnd Open Innovation (DE-588)7732141-8 gnd |
| topic_facet | Empfehlungssystem Arbeitsgruppe Open Innovation Hochschulschrift |
| url | http://mediatum.ub.tum.de/node?id=1098258 https://nbn-resolving.org/urn:nbn:de:bvb:91-diss-20120723-1098258-0-3 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025226318&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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