Social big data mining:
Saved in:
| Main Author: | |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Boca Raton, FL
CRC Press
2015
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| Subjects: | |
| Online Access: | Klappentext Inhaltsverzeichnis |
| Physical Description: | 260 Seiten Illustrationen |
| ISBN: | 9781498710930 |
Staff View
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Record in the Search Index
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| adam_text | In the present age, large amounts of data are produced every
moment in various fields, such as science, internet, and physical
systems. Such data are collectively called big data. Emergent
social media are one of such data sources. From the viewpoint of
social big data, this book will focus on the basic concepts and the
related technologies as follows.
• Big data and social data
• The concept of a hypothesis
• Data mining for making a hypothesis
• Multivariate analysis for verifying the hypothesis
• Web mining and media mining
• Natural language processing
• Social big data applications
• Scalability
Featuring hypotheses, which are supposed to have an ever-
increasingly important role in the era of social big data, this book
will explain the analytical techniques such as modeling, data
mining, and multivariate analysis for social big data. This book is
unique in that it aims to present the overall picture of social big data
from fundamental concepts to applications while being academic.
Contents
Preface v
1. Social Media 1
2. Big Data and Social Data 16
3. Hypotheses in the Era of Big Data 46
4. Social Big Data Applications 66
5. Basic Concepts in Data Mining 86
6. Association Rule Mining 99
7. Clustering 111
8. Classification 125
9. Prediction 136
10. Web Structure Mining 149
11. Web Content Mining 165
12. Web Access Log Mining, Information Extraction, and 185
Deep Web Mining
13. Media Mining 201
14. Scalability and Outlier Detection 228
Appendix I: Capabilities and Expertise Required for Data Scientists 243
in the Age of Big Data
Appendix II: Remarks on Relationships Among Structure-, Content-, and 247
Access Log Mining Techniques
Index 249
Color Plate Section 255
|
| any_adam_object | 1 |
| author | Ishikawa, Hiroshi 1956- |
| author_GND | (DE-588)1089697325 |
| author_facet | Ishikawa, Hiroshi 1956- |
| author_role | aut |
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| author_variant | h i hi |
| building | Verbundindex |
| bvnumber | BV042576349 |
| classification_rvk | ST 205 MS 7965 AK 39950 |
| ctrlnum | (OCoLC)911986046 (DE-599)BVBBV042576349 |
| discipline | Allgemeines Informatik Soziologie |
| format | Book |
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| illustrated | Illustrated |
| indexdate | 2024-07-10T07:05:04Z |
| institution | BVB |
| isbn | 9781498710930 |
| language | English |
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| spelling | Ishikawa, Hiroshi 1956- Verfasser (DE-588)1089697325 aut Social big data mining Hiroshi Ishikawa, Dr. Sci., Prof., Information and Communication Systems, Faculty of System Design, Tokyo Metropolitan University, Tokyo, Japan Boca Raton, FL CRC Press 2015 260 Seiten Illustrationen txt rdacontent n rdamedia nc rdacarrier Social Media (DE-588)4639271-3 gnd rswk-swf Data Mining (DE-588)4428654-5 gnd rswk-swf Big Data (DE-588)4802620-7 gnd rswk-swf Big Data (DE-588)4802620-7 s Social Media (DE-588)4639271-3 s Data Mining (DE-588)4428654-5 s b DE-604 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=028009811&sequence=000003&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Klappentext 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=028009811&sequence=000004&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Ishikawa, Hiroshi 1956- Social big data mining Social Media (DE-588)4639271-3 gnd Data Mining (DE-588)4428654-5 gnd Big Data (DE-588)4802620-7 gnd |
| subject_GND | (DE-588)4639271-3 (DE-588)4428654-5 (DE-588)4802620-7 |
| title | Social big data mining |
| title_auth | Social big data mining |
| title_exact_search | Social big data mining |
| title_full | Social big data mining Hiroshi Ishikawa, Dr. Sci., Prof., Information and Communication Systems, Faculty of System Design, Tokyo Metropolitan University, Tokyo, Japan |
| title_fullStr | Social big data mining Hiroshi Ishikawa, Dr. Sci., Prof., Information and Communication Systems, Faculty of System Design, Tokyo Metropolitan University, Tokyo, Japan |
| title_full_unstemmed | Social big data mining Hiroshi Ishikawa, Dr. Sci., Prof., Information and Communication Systems, Faculty of System Design, Tokyo Metropolitan University, Tokyo, Japan |
| title_short | Social big data mining |
| title_sort | social big data mining |
| topic | Social Media (DE-588)4639271-3 gnd Data Mining (DE-588)4428654-5 gnd Big Data (DE-588)4802620-7 gnd |
| topic_facet | Social Media Data Mining Big Data |
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