| 000 -LEADER |
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| fixed length control field |
07707nam a2200949 i 4500 |
| 001 - CONTROL NUMBER |
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| control field |
7110053 |
| 003 - CONTROL NUMBER IDENTIFIER |
|---|
| control field |
IEEE |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
|---|
| control field |
20200413152917.0 |
| 006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS |
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| fixed length control field |
m eo d |
| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION |
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| fixed length control field |
cr cn |||m|||a |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
|---|
| fixed length control field |
150520s2015 caua foab 000 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9781608458585 |
| Qualifying information |
ebook |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| Canceled/invalid ISBN |
9781608458578 |
| Qualifying information |
print |
| 024 7# - OTHER STANDARD IDENTIFIER |
|---|
| Standard number or code |
10.2200/S00629ED1V01Y201502WBE011 |
| Source of number or code |
doi |
| 035 ## - SYSTEM CONTROL NUMBER |
|---|
| System control number |
(CaBNVSL)swl00405028 |
| 035 ## - SYSTEM CONTROL NUMBER |
|---|
| System control number |
(OCoLC)909652748 |
| 040 ## - CATALOGING SOURCE |
|---|
| Original cataloging agency |
CaBNVSL |
| Language of cataloging |
eng |
| Description conventions |
rda |
| Transcribing agency |
CaBNVSL |
| Modifying agency |
CaBNVSL |
| 050 #4 - LIBRARY OF CONGRESS CALL NUMBER |
|---|
| Classification number |
HM742 |
| Item number |
.T257 2015 |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
302.30285 |
| Edition number |
23 |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Tang, Jie |
| Titles and words associated with a name |
(Computer scientist), |
| Relator term |
author. |
| 245 10 - TITLE STATEMENT |
|---|
| Title |
Semantic mining of social networks / |
| Statement of responsibility, etc. |
Jie Tang and Juanzi Li. |
| 264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE |
|---|
| Place of production, publication, distribution, manufacture |
San Rafael, California (1537 Fourth Street, San Rafael, CA 94901 USA) : |
| Name of producer, publisher, distributor, manufacturer |
Morgan & Claypool, |
| Date of production, publication, distribution, manufacture, or copyright notice |
2015. |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
1 PDF (xi, 193 pages) : |
| Other physical details |
illustrations. |
| 336 ## - CONTENT TYPE |
|---|
| Content type term |
text |
| Source |
rdacontent |
| 337 ## - MEDIA TYPE |
|---|
| Media type term |
electronic |
| Source |
isbdmedia |
| 338 ## - CARRIER TYPE |
|---|
| Carrier type term |
online resource |
| Source |
rdacarrier |
| 490 1# - SERIES STATEMENT |
|---|
| Series statement |
Synthesis lectures on the semantic web, theory and technology, |
| International Standard Serial Number |
2160-472X ; |
| Volume/sequential designation |
# 11 |
| 538 ## - SYSTEM DETAILS NOTE |
|---|
| System details note |
Mode of access: World Wide Web. |
| 538 ## - SYSTEM DETAILS NOTE |
|---|
| System details note |
System requirements: Adobe Acrobat Reader. |
| 500 ## - GENERAL NOTE |
|---|
| General note |
Part of: Synthesis digital library of engineering and computer science. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc. note |
Includes bibliographical references (pages 177-191). |
| 505 0# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
1. Introduction -- 1.1 Background -- 1.1.1 Social theories -- 1.1.2 Social tie analysis -- 1.1.3 Social influence analysis -- 1.1.4 User modeling and actions -- 1.1.5 Graphical models -- 1.2 Book outline -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
2. Social tie analysis -- 2.1 Overview -- 2.2 Predicting missing links -- 2.2.1 Similarity metrics -- 2.2.2 Matrix factorization -- 2.3 Inferring social ties -- 2.3.1 Problem formulation -- 2.3.2 Unsupervised learning to infer social ties -- 2.3.3 Supervised learning to infer social ties -- 2.3.4 Actively learning to infer social ties -- 2.3.5 Inferring social ties across heterogeneous networks -- 2.4 Conclusions -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
3. Social influence analysis -- 3.1 Overview -- 3.2 Mining topic-level social influence analysis -- 3.2.1 Topical affinity propagation -- 3.2.2 Dynamic social influence analysis -- 3.2.3 Model application -- 3.2.4 Experimental results -- 3.2.5 Summary -- 3.3 Mining topic-level influence from heterogeneous networks -- 3.3.1 The approach framework -- 3.3.2 Influence propagation and aggregation -- 3.3.3 Conservative and non-conservative propagation -- 3.3.4 User behavior prediction -- 3.3.5 Evaluation -- 3.3.6 Summary -- 3.4 Conclusions -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
4. User behavior modeling and prediction -- 4.1 Overview -- 4.2 Approach framework for social action prediction -- 4.2.1 Model learning -- 4.3 Evaluation -- 4.3.1 Evaluation metrics -- 4.3.2 Prediction performance -- 4.3.3 Efficiency performance -- 4.3.4 Qualitative case study -- 4.4 Summary -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
5. ArnetMiner: deep mining for academic social networks -- 5.1 Overview -- 5.2 Researcher profile extraction -- 5.2.1 A unified approach to profiling -- 5.2.2 Profile extraction performance -- 5.3 Name disambiguation -- 5.3.1 A unified probabilistic framework -- 5.3.2 Name disambiguation performance -- 5.4 Topic modeling -- 5.4.1 Our proposed topic models -- 5.5 Expertise search -- 5.5.1 Data sets and evaluation measures -- 5.5.2 Results -- 5.6 Academic social network mining -- 5.6.1 Mining advisor-advisee relationships -- 5.6.2 Measuring academic influence -- 5.6.3 Modeling researcher interests -- 5.7 Conclusions -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
6. Research frontiers -- A. Resources -- Software -- Data sets -- Bibliography -- Authors' biographies. |
| 506 1# - RESTRICTIONS ON ACCESS NOTE |
|---|
| Terms governing access |
Abstract freely available; full-text restricted to subscribers or individual document purchasers. |
| 510 0# - CITATION/REFERENCES NOTE |
|---|
| Name of source |
Compendex |
| 510 0# - CITATION/REFERENCES NOTE |
|---|
| Name of source |
INSPEC |
| 510 0# - CITATION/REFERENCES NOTE |
|---|
| Name of source |
Google scholar |
| 510 0# - CITATION/REFERENCES NOTE |
|---|
| Name of source |
Google book search |
| 520 3# - SUMMARY, ETC. |
|---|
| Summary, etc. |
Online social networks have already become a bridge connecting our physical daily life with the (web-based) information space. This connection produces a huge volume of data, not only about the information itself, but also about user behavior. The ubiquity of the social Web and the wealth of social data offer us unprecedented opportunities for studying the interaction patterns among users so as to understand the dynamic mechanisms underlying different networks, something that was previously difficult to explore due to the lack of available data. In this book, we present the architecture of the research for social network mining, from a microscopic point of view. We focus on investigating several key issues in social networks. Specifically, we begin with analytics of social interactions between users. The first kinds of questions we try to answer are: What are the fundamental factors that form the different categories of social ties? How have reciprocal relationships been developed from parasocial relationships? How do connected users further form groups? Another theme addressed in this book is the study of social influence. Social influence occurs when one's opinions, emotions, or behaviors are affected by others, intentionally or unintentionally. Considerable research has been conducted to verify the existence of social influence in various networks. However, few literature studies address how to quantify the strength of influence between users from different aspects. In Chapter 4 and in [138], we have studied how to model and predict user behaviors. One fundamental problem is distinguishing the effects of different social factors such as social influence, homophily, and individual's characteristics. We introduce a probabilistic model to address this problem. Finally, we use an academic social network, ArnetMiner, as an example to demonstrate how we apply the introduced technologies for mining real social networks. In this system, we try to mine knowledge from both the informative (publication) network and the social (collaboration) network, and to understand the interaction mechanisms between the two networks. The system has been in operation since 2006 and has already attracted millions of users from more than 220 countries/regions. |
| 530 ## - ADDITIONAL PHYSICAL FORM AVAILABLE NOTE |
|---|
| Additional physical form available note |
Also available in print. |
| 588 ## - SOURCE OF DESCRIPTION NOTE |
|---|
| Source of description note |
Title from PDF title page (viewed on May 20, 2015). |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Online social networks. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Data mining. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Semantic Web. |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
social tie |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
strong/weak ties |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
parasocial interactions |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
reciprocity |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
social influence |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
collective classification |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
graphical model |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
social network analysis |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
social relationship |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
relationship mining |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
link prediction |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
influence maximization |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
network centrality |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
user modeling |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
social action |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
social theories |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
social balance |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
social status |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
triadic closure |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
factor graph |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
influence propagation |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
conservative influence propagation |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
nonconservative influence propagation |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
user behaviour prediction |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
profile extraction |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
expert finding |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
name disambiguation |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
ArnetMiner |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Li, Juanzi., |
| Relator term |
author. |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY |
|---|
| Relationship information |
Print version: |
| International Standard Book Number |
9781608458578 |
| 830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE |
|---|
| Uniform title |
Synthesis digital library of engineering and computer science. |
| 830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE |
|---|
| Uniform title |
Synthesis lectures on the semantic web, theory and technology ; |
| Volume/sequential designation |
# 11. |
| International Standard Serial Number |
2160-472X |
| 856 42 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Materials specified |
Abstract with links to resource |
| Uniform Resource Identifier |
http://ieeexplore.ieee.org/servlet/opac?bknumber=7110053 |
