| 000 -LEADER |
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| fixed length control field |
07018nam a2200697 i 4500 |
| 001 - CONTROL NUMBER |
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| control field |
7376425 |
| 003 - CONTROL NUMBER IDENTIFIER |
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| control field |
IEEE |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
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| control field |
20200413152919.0 |
| 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 |
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| fixed length control field |
151229s2016 caua foab 000 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9781627057721 |
| Qualifying information |
ebook |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| Canceled/invalid ISBN |
9781627057714 |
| Qualifying information |
print |
| 024 7# - OTHER STANDARD IDENTIFIER |
|---|
| Standard number or code |
10.2200/S00676ED1V01Y201509DTM042 |
| Source of number or code |
doi |
| 035 ## - SYSTEM CONTROL NUMBER |
|---|
| System control number |
(CaBNVSL)swl00406020 |
| 035 ## - SYSTEM CONTROL NUMBER |
|---|
| System control number |
(OCoLC)933561490 |
| 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 |
QA76.9.A43 |
| Item number |
B478 2016 |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
005.1 |
| Edition number |
23 |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Berti-Équille, Laure., |
| Relator term |
author. |
| 245 10 - TITLE STATEMENT |
|---|
| Title |
Veracity of data : |
| Remainder of title |
from truth discovery computation algorithms to models of misinformation dynamics / |
| Statement of responsibility, etc. |
Laure Berti-Équille and Javier Borge-Holthoefer. |
| 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 |
2016. |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
1 PDF (xiii, 141 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 data management, |
| International Standard Serial Number |
2153-5426 ; |
| Volume/sequential designation |
# 42 |
| 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 115-139). |
| 505 0# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
1. Introduction to data veracity -- 1.1 The fourth "V" of big data -- 1.2 Main causes affecting data veracity -- 1.3 Classification of truth discovery approaches -- 1.4 Information extraction -- 1.5 Fact-checking and trust computation -- 1.6 Misinformation dynamics in networked systems -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
2. Information extraction -- 2.1 Introduction -- 2.2 Information extraction pipeline -- 2.2.1 Tokenization and sentence segmentation -- 2.2.2 Normalization -- 2.2.3 Part-of-speech tagging -- 2.2.4 Named entity recognition -- 2.2.5 Mention detection and coreference resolution -- 2.3 Knowledge graph population -- 2.3.1 Entity discovery and linking -- 2.3.2 Relation extraction and inference -- 2.3.3 Slot filling -- 2.3.4 Slot filler validation -- 2.4 Contradiction detection -- 2.5 Conclusion -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
3. Truth discovery computation -- 3.1 Introduction -- 3.2 Terminology -- 3.2.1 Notations and basic principle -- 3.2.2 Characterization of truth discovery methods -- 3.2.3 Modeling assumptions -- 3.3 Truth discovery methods -- 3.3.1 Agreement-based methods -- 3.3.2 MAP estimation-based methods -- 3.3.3 Analytical methods -- 3.3.4 Bayesian inference-based methods -- 3.4 New developments -- 3.4.1 Evolving truth discovery -- 3.4.2 Zero-to-many truth -- 3.4.3 Long-tail phenomenon -- 3.4.4 Truth discovery from crowdsourced data -- 3.5 Conclusion -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
4. Trust computation -- 4.1 Introduction -- 4.2 Definitions -- 4.3 Probabilistic trust computation -- 4.3.1 Direct trust models -- 4.3.2 Combining direct and indirect trust models -- 4.3.3 Evaluation of trust computing schemes -- 4.4 Trust propagation -- 4.4.1 Overriding trust propagation -- 4.4.2 Aggregation-based propagation -- 4.5 Conclusion -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
5. Misinformation dynamics -- 5.1 Introduction -- 5.2 Theoretical foundations -- 5.2.1 Terminology in complex networks -- 5.2.2 Complex network descriptors -- 5.2.3 Network models -- 5.3 Disease and rumor propagation models -- 5.3.1 Epidemic spreading -- 5.3.2 Rumor propagation -- 5.3.3 Misinformation dynamics -- 5.4 Theory under test: empirical feedback -- 5.4.1 Source identification -- 5.4.2 Dynamical role of source and intermediate nodes -- 5.5 Misinformation containment and meme mutation in complex social systems -- 5.5.1 Influence limitation: averting malicious viral processes -- 5.5.2 Information mutation: meme tracking -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
6. Transdisciplinary challenges of truth discovery -- 6.1 Introduction -- 6.2 From information to data -- 6.2.1 Big data vs. sparse facts -- 6.2.2 Decontextualization -- 6.2.3 Uncertain, incomplete, and biased observations -- 6.2.4 Data and information fusion across languages, modalities, and media -- 6.3 From multisource data to networks of sources and networks of content -- 6.3.1 Truth discovery in common multiplexes -- 6.3.2 Time-dependent truth discovery -- 6.3.3 Complex interconnected networks of sources and multimedia content -- 6.4 Final remark -- 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. |
On the Web, a massive amount of user-generated content is available through various channels (e.g., texts, tweets, Web tables, databases, multimedia-sharing platforms, etc.). Conflicting information, rumors, erroneous and fake content can be easily spread across multiple sources, making it hard to distinguish between what is true and what is not. This book gives an overview of fundamental issues and recent contributions for ascertaining the veracity of data in the era of Big Data. The text is organized into six chapters, focusing on structured data extracted from texts. Chapter 1 introduces the problem of ascertaining the veracity of data in a multi-source and evolving context. Issues related to information extraction are presented in Chapter 2. Current truth discovery computation algorithms are presented in details in Chapter 3. It is followed by practical techniques for evaluating data source reputation and authoritativeness in Chapter 4. The theoretical foundations and various approaches for modeling diffusion phenomenon of misinformation spreading in networked systems are studied in Chapter 5. Finally, truth discovery computation from extracted data in a dynamic context of misinformation propagation raises interesting challenges that are explored in Chapter 6. This text is intended for a seminar course at the graduate level. It is also to serve as a useful resource for researchers and practitioners who are interested in the study of fact-checking, truth discovery, or rumor spreading. |
| 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 December 29, 2015). |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Verification (Logic) |
| General subdivision |
Computer programs. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Computer algorithms. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Databases |
| General subdivision |
Evaluation. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Data editing. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Data integrity. |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
information extraction |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
truth discovery |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
data veracity |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
trust computation |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
misinformation dynamics |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Borge-Holthoefer, Javier., |
| Relator term |
author. |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY |
|---|
| Relationship information |
Print version: |
| International Standard Book Number |
9781627057714 |
| 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 data management ; |
| Volume/sequential designation |
# 42. |
| International Standard Serial Number |
2153-5426 |
| 856 42 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Materials specified |
Abstract with links to resource |
| Uniform Resource Identifier |
http://ieeexplore.ieee.org/servlet/opac?bknumber=7376425 |
