The Resource Advanced methods for knowledge discovery from complex data, Sanghamitra Bandyopadhyay [and others] (eds.), (electronic resource)

Advanced methods for knowledge discovery from complex data, Sanghamitra Bandyopadhyay [and others] (eds.), (electronic resource)

Label
Advanced methods for knowledge discovery from complex data
Title
Advanced methods for knowledge discovery from complex data
Statement of responsibility
Sanghamitra Bandyopadhyay [and others] (eds.)
Contributor
Provider
Subject
Genre
Language
eng
Summary
Advanced Methods for Knowledge Discovery from Complex Data brings together research articles by active practitioners and leading researchers reporting recent advances in the field of knowledge discovery, where the information is mined from complex data, such as unstructured text from the world-wide web, databases naturally represented as graphs and trees, geoscientific data from satellites and visual images, multimedia data and bioinformatics data. An overview of the field, looking at the issues and challenges involved is followed by coverage of recent trends in data mining, including descriptions of some currently popular tools like genetic algorithms, neural networks and case-based reasoning. This provides the context for the subsequent chapters on methods and applications. Part I is devoted to the foundations of mining different types of complex data like trees, graphs, links and sequences. A knowledge discovery approach based on problem decomposition is also described. Part II presents important applications of advanced mining techniques to data in unconventional and complex domains, such as life sciences, world-wide web, image databases, cyber security and sensor networks. With a good balance of introductory material on the knowledge discovery process, advanced issues and state-of-the-art tools and techniques, as well as recent working applications this book provides a representative selection of the available methods and their evaluation in real domains. It will be useful to students at Masters and PhD level in Computer Science, as well as practitioners in the field. A website supports the book: http://www.cse.uta.edu/amkdcd
Member of
Cataloging source
GW5XE
Image bit depth
0
LC call number
QA76.9.D343
LC item number
A332 2005eb
Literary form
non fiction
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorDate
1974-
http://library.link/vocab/relatedWorkOrContributorName
  • SpringerLink
  • Bandyopadhyay, Sanghamitra
Series statement
Advanced Information and Knowledge Processing
http://library.link/vocab/subjectName
  • Data mining
  • Exploration de données (Informatique)
  • COMPUTERS
  • COMPUTERS
  • COMPUTERS
  • Informatique
  • Data mining
  • Electronic books
  • Data mining
  • Electronic books
Label
Advanced methods for knowledge discovery from complex data, Sanghamitra Bandyopadhyay [and others] (eds.), (electronic resource)
Instantiates
Publication
Antecedent source
mixed
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Foundations -- Knowledge Discovery and Data Mining -- Automatic Discovery of Class Hierarchies via Output Space Decomposition -- Graph-based Mining of Complex Data -- Predictive Graph Mining with Kernel Methods -- TreeMiner: An Efficient Algorithm for Mining Embedded Ordered Frequent Trees -- Sequence Data Mining -- Link-based Classification -- Applications -- Knowledge Discovery from Evolutionary Trees -- Ontology-Assisted Mining of RDF Documents -- Image Retrieval using Visual Features and Relevance Feedback -- Significant Feature Selection Using Computational Intelligent Techniques for Intrusion Detection -- On-board Mining of Data Streams in Sensor Networks -- Discovering an Evolutionary Classifier over a High-speed Nonstatic Stream
Dimensions
unknown
Extent
1 online resource (xviii, 369 pages)
File format
multiple file formats
Form of item
  • online
  • electronic
Isbn
9781846282843
Lccn
2005923138
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other physical details
illustrations.
Quality assurance targets
absent
Reformatting quality
access
Reproduction note
Electronic reproduction.
Specific material designation
remote
Stock number
978-1-85233-989-0
System control number
  • (OCoLC)262680202
  • (OCoLC)ocn262680202
Label
Advanced methods for knowledge discovery from complex data, Sanghamitra Bandyopadhyay [and others] (eds.), (electronic resource)
Publication
Antecedent source
mixed
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Foundations -- Knowledge Discovery and Data Mining -- Automatic Discovery of Class Hierarchies via Output Space Decomposition -- Graph-based Mining of Complex Data -- Predictive Graph Mining with Kernel Methods -- TreeMiner: An Efficient Algorithm for Mining Embedded Ordered Frequent Trees -- Sequence Data Mining -- Link-based Classification -- Applications -- Knowledge Discovery from Evolutionary Trees -- Ontology-Assisted Mining of RDF Documents -- Image Retrieval using Visual Features and Relevance Feedback -- Significant Feature Selection Using Computational Intelligent Techniques for Intrusion Detection -- On-board Mining of Data Streams in Sensor Networks -- Discovering an Evolutionary Classifier over a High-speed Nonstatic Stream
Dimensions
unknown
Extent
1 online resource (xviii, 369 pages)
File format
multiple file formats
Form of item
  • online
  • electronic
Isbn
9781846282843
Lccn
2005923138
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other physical details
illustrations.
Quality assurance targets
absent
Reformatting quality
access
Reproduction note
Electronic reproduction.
Specific material designation
remote
Stock number
978-1-85233-989-0
System control number
  • (OCoLC)262680202
  • (OCoLC)ocn262680202

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