Coverart for item
The Resource Introduction to text visualization, Nan Cao, Weiwei Cui

Introduction to text visualization, Nan Cao, Weiwei Cui

Label
Introduction to text visualization
Title
Introduction to text visualization
Statement of responsibility
Nan Cao, Weiwei Cui
Creator
Contributor
Author
Subject
Language
eng
Summary
This book provides a systematic review of many advanced techniques to support the analysis of large collections of documents, ranging from the elementary to the profound, covering all the aspects of the visualization of text documents. Particularly, we start by introducing the fundamental concept of information visualization and visual analysis, followed by a brief survey of the field of text visualization and commonly used data models for converting document into a structured form for visualization. Then we introduce the key visualization techniques including visualizing document similarity, content, sentiments, as well as text corpus exploration system in details with concrete examples in the rest of the book
Member of
Cataloging source
GW5XE
http://library.link/vocab/creatorName
Cao, Nan
Dewey number
001.4/226
Illustrations
illustrations
Index
no index present
LC call number
QA76.9.I52
Literary form
non fiction
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorName
Cui, Weiwei
Series statement
Atlantis briefs in artificial intelligence
Series volume
volume 1
http://library.link/vocab/subjectName
Information visualization
Label
Introduction to text visualization, Nan Cao, Weiwei Cui
Instantiates
Publication
Bibliography note
Includes bibliographical references
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
  • Acknowledgements; Contents; 1 Introduction; 1.1 Information Visualization; 1.2 Text Visualization; 1.3 Book Outline; References; 2 Overview of Text Visualization Techniques; 2.1 Review Scope and Taxonomy; 2.2 Visualizing Document Similarity; 2.2.1 Projection Oriented Techniques; 2.2.2 Semantic Oriented Techniques; 2.3 Revealing Text Content; 2.3.1 Summarizing a Single Document; 2.3.2 Showing Content at the Word Level; 2.3.3 Visualizing Topics; 2.3.4 Showing Events and Storyline; 2.4 Visualizing Sentiments and Emotions; 2.5 Document Exploration Techniques; 2.5.1 Distortion Based Approaches
  • 2.5.2 Exploration Based on Document Similarity2.5.3 Hierarchical Document Exploration; 2.5.4 Search and Query Based Approaches; 2.6 Summary of the Chapter; References; 3 Data Model; 3.1 Data Structures at the Word Level; 3.1.1 Bag of Words and N-Gram; 3.1.2 Word Frequency Vector; 3.2 Data Structures at the Syntactical-Level; 3.3 Data Models at the Semantic Level ; 3.3.1 Network Oriented Data Models; 3.3.2 Multifaceted Entity-Relational Data Model; 3.4 Summary of the Chapter; References; 4 Visualizing Document Similarity; 4.1 Projection Based Approaches; 4.1.1 Linear Projections
  • 4.1.2 Non-linear Projections4.2 Semantic Oriented Techniques; 4.3 Conclusion; References; 5 Visualizing Document Content; 5.1 Ẁ̀hat We Say'': Word; 5.1.1 Frequency; 5.1.2 Frequency Trend; 5.2 H̀̀ow We Say'': Structure; 5.2.1 Co-occurrence Relationships; 5.2.2 Concordance Relationships; 5.2.3 Grammar Structure; 5.2.4 Repetition Relationships; 5.3 Ẁ̀hat Can Be Inferred'': Substance; 5.3.1 Fingerprint; 5.3.2 Topics; 5.3.3 Topic Evolutions; 5.3.4 Event; 5.4 Summary of the Chapter; References; 6 Visualizing Sentiments and Emotions; 6.1 Introduction; 6.2 Visual Analysis of Customer Comments
  • 6.3 Visualizing Sentiment Diffusion6.4 Visualizing Sentiment Divergence in Social Media; 6.5 Conclusion; References
Dimensions
unknown
Extent
1 online resource (viii, 114 pages)
File format
unknown
Form of item
online
Isbn
9789462391864
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.2991/978-94-6239-186-4
Other physical details
illustrations (some color).
Reformatting quality
preservation
Sound
unknown sound
Specific material designation
remote
System control number
  • SPR961258972
  • ocn961258972
Label
Introduction to text visualization, Nan Cao, Weiwei Cui
Publication
Bibliography note
Includes bibliographical references
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
  • Acknowledgements; Contents; 1 Introduction; 1.1 Information Visualization; 1.2 Text Visualization; 1.3 Book Outline; References; 2 Overview of Text Visualization Techniques; 2.1 Review Scope and Taxonomy; 2.2 Visualizing Document Similarity; 2.2.1 Projection Oriented Techniques; 2.2.2 Semantic Oriented Techniques; 2.3 Revealing Text Content; 2.3.1 Summarizing a Single Document; 2.3.2 Showing Content at the Word Level; 2.3.3 Visualizing Topics; 2.3.4 Showing Events and Storyline; 2.4 Visualizing Sentiments and Emotions; 2.5 Document Exploration Techniques; 2.5.1 Distortion Based Approaches
  • 2.5.2 Exploration Based on Document Similarity2.5.3 Hierarchical Document Exploration; 2.5.4 Search and Query Based Approaches; 2.6 Summary of the Chapter; References; 3 Data Model; 3.1 Data Structures at the Word Level; 3.1.1 Bag of Words and N-Gram; 3.1.2 Word Frequency Vector; 3.2 Data Structures at the Syntactical-Level; 3.3 Data Models at the Semantic Level ; 3.3.1 Network Oriented Data Models; 3.3.2 Multifaceted Entity-Relational Data Model; 3.4 Summary of the Chapter; References; 4 Visualizing Document Similarity; 4.1 Projection Based Approaches; 4.1.1 Linear Projections
  • 4.1.2 Non-linear Projections4.2 Semantic Oriented Techniques; 4.3 Conclusion; References; 5 Visualizing Document Content; 5.1 Ẁ̀hat We Say'': Word; 5.1.1 Frequency; 5.1.2 Frequency Trend; 5.2 H̀̀ow We Say'': Structure; 5.2.1 Co-occurrence Relationships; 5.2.2 Concordance Relationships; 5.2.3 Grammar Structure; 5.2.4 Repetition Relationships; 5.3 Ẁ̀hat Can Be Inferred'': Substance; 5.3.1 Fingerprint; 5.3.2 Topics; 5.3.3 Topic Evolutions; 5.3.4 Event; 5.4 Summary of the Chapter; References; 6 Visualizing Sentiments and Emotions; 6.1 Introduction; 6.2 Visual Analysis of Customer Comments
  • 6.3 Visualizing Sentiment Diffusion6.4 Visualizing Sentiment Divergence in Social Media; 6.5 Conclusion; References
Dimensions
unknown
Extent
1 online resource (viii, 114 pages)
File format
unknown
Form of item
online
Isbn
9789462391864
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.2991/978-94-6239-186-4
Other physical details
illustrations (some color).
Reformatting quality
preservation
Sound
unknown sound
Specific material designation
remote
System control number
  • SPR961258972
  • ocn961258972

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