| 000 -LEADER |
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| fixed length control field |
06872nam a2200757 i 4500 |
| 001 - CONTROL NUMBER |
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| control field |
6813100 |
| 003 - CONTROL NUMBER IDENTIFIER |
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| control field |
IEEE |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
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| control field |
20200413152914.0 |
| 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 |
140422s2014 caua foab 000 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9781627053761 |
| Qualifying information |
ebook |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| Canceled/invalid ISBN |
9781627053754 |
| Qualifying information |
paperback |
| 024 7# - OTHER STANDARD IDENTIFIER |
|---|
| Standard number or code |
10.2200/S00573ED1V01Y201403DMK008 |
| Source of number or code |
doi |
| 035 ## - SYSTEM CONTROL NUMBER |
|---|
| System control number |
(CaBNVSL)swl00403313 |
| 035 ## - SYSTEM CONTROL NUMBER |
|---|
| System control number |
(OCoLC)877885434 |
| 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 |
QA276 |
| Item number |
.G866 2014 |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
519.5 |
| Edition number |
23 |
| 090 ## - LOCALLY ASSIGNED LC-TYPE CALL NUMBER (OCLC); LOCAL CALL NUMBER (RLIN) |
|---|
| Classification number (OCLC) (R) ; Classification number, CALL (RLIN) (NR) |
|
| Local cutter number (OCLC) ; Book number/undivided call number, CALL (RLIN) |
MoCl |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Gupta, Manish., |
| Relator term |
author. |
| 245 10 - TITLE STATEMENT |
|---|
| Title |
Outlier detection for temporal data / |
| Statement of responsibility, etc. |
Manish Gupta, Jing Gao, Charu Aggarwal, Jiawei Han. |
| 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 |
2014. |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
1 PDF (xviii, 110 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 mining and knowledge discovery, |
| International Standard Serial Number |
2151-0075 ; |
| Volume/sequential designation |
# 8 |
| 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. |
| 500 ## - GENERAL NOTE |
|---|
| General note |
Series from website. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc. note |
Includes bibliographical references (pages 91-108). |
| 505 0# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
1. Introduction and challenges -- 1.1 Temporal outlier examples -- 1.2 Different facets of temporal outlier analysis -- 1.3 Specific challenges for outlier detection for temporal data -- 1.4 Conclusions and summary -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
2. Outlier detection for time series and data sequences -- 2.1 Outliers in time series databases -- 2.1.1 Direct detection of outlier time series -- 2.1.2 Window-based detection of outlier time series -- 2.1.3 Outlier subsequences in a test time series -- 2.1.4 Outlier points across multiple time series -- 2.2 Outliers within a given time series -- 2.2.1 Points as outliers -- 2.2.2 Subsequences as outliers -- 2.3 Conclusions and summary -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
3. Outlier detection for data streams -- 3.1 Evolving prediction models -- 3.1.1 Online sequential discounting -- 3.1.2 Dynamic cluster maintenance -- 3.1.3 Dynamic Bayesian networks (DBNS) -- 3.2 Distance-based outliers for sliding windows -- 3.2.1 Distance-based global outliers -- 3.2.2 Distance-based local outliers -- 3.3 Outliers in high-dimensional data streams -- 3.4 Detecting aggregate windows of change -- 3.5 Supervised methods for streaming outlier detection -- 3.6 Conclusions and summary -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
4. Outlier detection for distributed data streams -- 4.1 Examples and challenges -- 4.2 Sharing data points -- 4.3 Sharing local outliers and other data points -- 4.4 Sharing model parameters -- 4.5 Sharing local outliers and data distributions -- 4.6 Vertically partitioned distributed data -- 4.7 Conclusions and summary -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
5. Outlier detection for spatio-temporal data -- 5.1 Spatio-temporal outliers (ST-outliers) -- 5.1.1 Density-based outlier detection -- 5.1.2 Outlier detection using spatial scaling -- 5.1.3 Outlier detection using Voronoi diagrams -- 5.2 Spatio-temporal outlier solids -- 5.2.1 Using Kulldorff scan statistic -- 5.2.2 Using image processing -- 5.3 Trajectory outliers -- 5.3.1 Distance between trajectories -- 5.3.2 Direction and density of trajectories -- 5.3.3 Historical similarity -- 5.3.4 Trajectory motifs -- 5.4 Conclusions and summary -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
6. Outlier detection for temporal network data -- 6.1 Outlier graphs from graph time series -- 6.1.1 Weight independent metrics -- 6.1.2 Metrics using edge weights -- 6.1.3 Metrics using vertex weights -- 6.1.4 Scan statistics -- 6.2 Multi-level outlier detection from graph snapshots -- 6.2.1 Elbows, broken correlations, prolonged spikes, and lightweight stars -- 6.2.2 Outlier node pairs -- 6.3 Community-based outlier detection algorithms -- 6.3.1 Community outliers using community change patterns -- 6.3.2 Change detection using minimum description length -- 6.3.3 Community outliers using evolutionary clustering -- 6.4 Online graph outlier detection algorithms -- 6.4.1 Spectral methods -- 6.4.2 Structural outlier detection -- 6.5 Conclusions and summary -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
7. Applications of outlier detection for temporal data -- 7.1 Temporal outliers in environmental sensor data -- 7.2 Temporal outliers in industrial sensor data -- 7.3 Temporal outliers in surveillance and trajectory data -- 7.4 Temporal outliers in computer networks data -- 7.5 Temporal outliers in biological data -- 7.6 Temporal outliers in astronomy data -- 7.7 Temporal outliers in web data -- 7.8 Temporal outliers in information network data -- 7.9 Temporal outliers in economics time series data -- 7.10 Conclusions and summary -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
8. Conclusions and research directions -- 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. |
Outlier (or anomaly) detection is a very broad field which has been studied in the context of a large number of research areas like statistics, data mining, sensor networks, environmental science, distributed systems, spatio-temporal mining, etc. Initial research in outlier detection focused on time series-based outliers (in statistics). Since then, outlier detection has been studied on a large variety of data types including high-dimensional data, uncertain data, stream data, network data, time series data, spatial data, and spatio-temporal data. While there have been many tutorials and surveys for general outlier detection, we focus on outlier detection for temporal data in this book. |
| 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 April 22, 2014). |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Outliers (Statistics) |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Temporal databases. |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
temporal outlier detection |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
time series data |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
data streams |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
distributed data streams |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
temporal networks |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
spatiotemporal outliers |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Gao, Jing., |
| Relator term |
author. |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Aggarwal, Charu C., |
| Relator term |
author. |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Han, Jiawei., |
| Relator term |
author. |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY |
|---|
| Relationship information |
Print version: |
| International Standard Book Number |
9781627053754 |
| 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 mining and knowledge discovery ; |
| Volume/sequential designation |
# 8. |
| International Standard Serial Number |
2151-0075 |
| 856 42 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Materials specified |
Abstract with links to resource |
| Uniform Resource Identifier |
http://ieeexplore.ieee.org/servlet/opac?bknumber=6813100 |
| 856 40 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Materials specified |
Abstract with links to full text |
| Uniform Resource Identifier |
http://dx.doi.org/10.2200/S00573ED1V01Y201403DMK008 |
