| 000 -LEADER |
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| fixed length control field |
06157nam a2200649 i 4500 |
| 001 - CONTROL NUMBER |
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| control field |
7571257 |
| 003 - CONTROL NUMBER IDENTIFIER |
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| control field |
IEEE |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
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| control field |
20200413152922.0 |
| 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 |
160918s2016 caua foab 000 0 eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9781627052917 |
| Qualifying information |
ebook |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| Canceled/invalid ISBN |
9781627054713 |
| Qualifying information |
print |
| 024 7# - OTHER STANDARD IDENTIFIER |
|---|
| Standard number or code |
10.2200/S00730ED1V01Y201608VIS007 |
| Source of number or code |
doi |
| 035 ## - SYSTEM CONTROL NUMBER |
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| System control number |
(CaBNVSL)swl00406842 |
| 035 ## - SYSTEM CONTROL NUMBER |
|---|
| System control number |
(OCoLC)958587129 |
| 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.I52 |
| Item number |
E538 2016 |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
001.4226 |
| Edition number |
23 |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Endert, Alex., |
| Relator term |
author. |
| 245 10 - TITLE STATEMENT |
|---|
| Title |
Semantic interaction for visual analytics : |
| Remainder of title |
inferring analytical reasoning for model steering / |
| Statement of responsibility, etc. |
Alex Endert. |
| 264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE |
|---|
| Place of production, publication, distribution, manufacture |
[San Rafael, California] : |
| Name of producer, publisher, distributor, manufacturer |
Morgan & Claypool, |
| Date of production, publication, distribution, manufacture, or copyright notice |
2016. |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
1 PDF (ix, 89 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 visualization, |
| International Standard Serial Number |
2159-5178 ; |
| Volume/sequential designation |
# 7 |
| 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 79-87). |
| 505 0# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
1. Introduction -- 1.1 The role of visual analytics in a data-driven era -- 1.2 Semantic interaction -- 1.3 Outline -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
2. Fundamentals -- 2.1 Sensemaking and analytical reasoning -- 2.2 The use of analytic models in visual analytics -- 2.3 User interaction -- 2.3.1 Modeling user interest from user interaction -- 2.4 Model steering -- 2.5 Mixed-initiative system principles -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
3. Spatializations for sensemaking using visual analytics -- 3.1 The value of manually organizing data in spatializations -- 3.2 Computationally generating spatializations -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
4. Semantic interaction -- 4.1 Designing for semantic interaction -- 4.1.1 Capturing the semantic interaction -- 4.1.2 Interpreting the associated analytical reasoning -- 4.1.3 Updating the underlying model -- 4.2 Exploring the semantic interaction design space -- 4.2.1 The interaction-feedback loop -- 4.2.2 Approximating and modeling user interest -- 4.2.3 Choice of mathematical model -- 4.2.4 Relative and absolute spatial adjustments -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
5. Applications that integrate semantic interaction -- 5.1 ForceSPIRE: semantic interaction for spatializations of text corpora -- 5.1.1 Constructing the spatial metaphor -- 5.1.2 Semantic interaction in ForceSPIRE -- 5.1.3 Model updates -- 5.2 Semantic interaction for dimension reduction models -- 5.2.1 Probabilistic principal component analysis (PPCA) -- 5.2.2 Multi-dimensional scaling (MDS) -- 5.2.3 Generative topographic mapping (GTM) -- 5.2.4 InterAxis: steering scatterplot axes -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
6. Evaluating semantic interaction -- 6.1 Methodology considerations -- 6.1.1 Evaluation of analytic process -- 6.1.2 Evaluation of analytic product -- 6.2 Example: evaluating semantic interaction in ForceSPIRE -- 6.2.1 Method -- 6.2.2 Results -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
7. Discussion and open challenges -- 7.1 User interaction for visual analytics -- 7.2 Effects of semantic interaction on analytic process -- 7.3 Differentiating bias from intuition -- 7.4 Additional visual representations and interactions -- |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
8. Conclusion -- References -- Author's biography. |
| 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. |
User interaction in visual analytic systems is critical to enabling visual data exploration. Interaction transforms people from mere viewers to active participants in the process of analyzing and understanding data. This discourse between people and data enables people to understand aspects of their data, such as structure, patterns, trends, outliers, and other properties that ultimately result in insight. Through interacting with visualizations, users engage in sensemaking, a process of developing and understanding relationships within datasets through foraging and synthesis. This book discusses a user interaction methodology for visual analytic applications that more closely couples the visual reasoning processes of people with the computation. The methodology, called semantic interaction, affords user interaction on visual data representations that are native to the domain of the data. These interactions are the basis for refining and updating mathematical models that approximate the tasks, intents, and domain expertise of the user. In turn, this process allows model steering without requiring expertise in the models themselves.instead leveraging the domain expertise of the user. Semantic interaction performs incremental model learning to enable synergy between the user's insights and the mathematical model. The contributions of this work are organized by providing a description of the principles of semantic interaction, providing design guidelines for the integration of semantic interaction into visual analytics, examples of existing technologies that leverage semantic interaction, and a discussion of how to evaluate these techniques. Semantic interaction has the potential to increase the effectiveness of visual analytic technologies, and opens possibilities for a fundamentally new design space for user interaction in visual analytic systems. |
| 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 September 18, 2016). |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Visual analytics. |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
user interaction |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
visual analytics |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
model steering |
| 653 ## - INDEX TERM--UNCONTROLLED |
|---|
| Uncontrolled term |
visualization |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY |
|---|
| Relationship information |
Print version: |
| International Standard Book Number |
9781627054713 |
| 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 visualization ; |
| Volume/sequential designation |
# 7. |
| International Standard Serial Number |
2159-5178 |
| 856 42 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Materials specified |
Abstract with links to resource |
| Uniform Resource Identifier |
http://ieeexplore.ieee.org/servlet/opac?bknumber=7571257 |
