The Resource Evolutionary Synthesis of Pattern Recognition Systems, by Bir Bhanu, Yingqiang Lin, Krzysztof Krawiec, (electronic resource)

Evolutionary Synthesis of Pattern Recognition Systems, by Bir Bhanu, Yingqiang Lin, Krzysztof Krawiec, (electronic resource)

Label
Evolutionary Synthesis of Pattern Recognition Systems
Title
Evolutionary Synthesis of Pattern Recognition Systems
Statement of responsibility
by Bir Bhanu, Yingqiang Lin, Krzysztof Krawiec
Creator
Contributor
Author
Author
Subject
Language
  • eng
  • eng
Summary
Designing object detection and recognition systems that work in the real world is a challenging task due to various factors including the high complexity of the systems, the dynamically changing environment of the real world and factors such as occlusion, clutter, articulation, and various noise contributions that make the extraction of reliable features quite difficult. Evolutionary Synthesis of Pattern Recognition Systems presents novel effective approaches based on evolutionary computational techniques, such as genetic programming (GP), linear genetic programming (LGP), coevolutionary genetic programming (CGP) and genetic algorithms (GA) to automate the synthesis and analysis of object detection and recognition systems. The book’s concepts, principles, and methodologies will enable readers to automatically build robust and flexible systems—in a systematic manner—that can provide human-competitive performance and reduce the cost of designing and maintaining these systems. Its content covers all key aspects of object recognition: object detection, feature selection, feature discovery, object recognition, domain knowledge. Basic knowledge of programming and data structures, and some calculus, is presupposed. Topics and Features: *Presents integrated coverage of object detection/recognition systems *Describes how new system features can be generated "on the fly," and how systems can be made flexible and applied to a variety of objects and images *Demonstrates how object detection and recognition systems can be automatically designed and maintained in a relatively inexpensive way *Explains automatic synthesis and creation of programs (which saves valuable human and economic resources) *Focuses on results using real-world imagery, thereby concretizing the book’s novel ideas This accessible monograph provides the computational foundation for evolutionary synthesis involving pattern recognition and is an ideal overview of the latest concepts and technologies. Computer scientists, researchers, and electrical and computer engineers will find the book a comprehensive resource, and it can serve equally well as a text/reference for advanced students and professional self-study
Member of
Is Subseries of
http://library.link/vocab/creatorName
Bhanu, Bir
Dewey number
006.4
http://bibfra.me/vocab/relation/httpidlocgovvocabularyrelatorsaut
  • ZzPBhvyULFI
  • HuZ-ROJaAgI
  • DPyHUbtW7Uk
Language note
English
LC call number
  • Q337.5
  • TK7882.P3
Literary form
non fiction
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorName
  • Lin, Yingqiang.
  • Krawiec, Krzysztof.
Series statement
Monographs in Computer Science,
http://library.link/vocab/subjectName
  • Optical pattern recognition
  • Computer vision
  • Artificial intelligence
  • Computer science
  • Pattern Recognition
  • Computer Imaging, Vision, Pattern Recognition and Graphics
  • Image Processing and Computer Vision
  • Artificial Intelligence
  • User Interfaces and Human Computer Interaction
  • Computation by Abstract Devices
Label
Evolutionary Synthesis of Pattern Recognition Systems, by Bir Bhanu, Yingqiang Lin, Krzysztof Krawiec, (electronic resource)
Instantiates
Publication
Note
Description based upon print version of record
Bibliography note
Includes bibliographical references (p. [282]-290) and index
Carrier category
online resource
Carrier category code
  • cr
Content category
text
Content type code
  • txt
Contents
Feature Synthesis for Object Detection -- Mdl-Based Efficient Genetic Programming for Object Detection -- Feature Selection for Object Detection -- Evolutionary Feature Synthesis for Object Recognition -- Linear Genetic Programming for Object Recognition -- Applications of Linear Genetic Programming for Object Recognition -- Summary and Future Work
Dimensions
unknown
Extent
1 online resource (316 p.)
Form of item
online
Isbn
9781280263071
Media category
computer
Media type code
  • c
Other control number
10.1007/b105515
Specific material designation
remote
System control number
  • (CKB)1000000000227461
  • (EBL)302589
  • (OCoLC)62861545
  • (SSID)ssj0000769911
  • (PQKBManifestationID)12334606
  • (PQKBTitleCode)TC0000769911
  • (PQKBWorkID)10785456
  • (PQKB)10469824
  • (SSID)ssj0000151582
  • (PQKBManifestationID)11153271
  • (PQKBTitleCode)TC0000151582
  • (PQKBWorkID)10317634
  • (PQKB)11429856
  • (DE-He213)978-0-387-24452-5
  • (MiAaPQ)EBC302589
  • (EXLCZ)991000000000227461
Label
Evolutionary Synthesis of Pattern Recognition Systems, by Bir Bhanu, Yingqiang Lin, Krzysztof Krawiec, (electronic resource)
Publication
Note
Description based upon print version of record
Bibliography note
Includes bibliographical references (p. [282]-290) and index
Carrier category
online resource
Carrier category code
  • cr
Content category
text
Content type code
  • txt
Contents
Feature Synthesis for Object Detection -- Mdl-Based Efficient Genetic Programming for Object Detection -- Feature Selection for Object Detection -- Evolutionary Feature Synthesis for Object Recognition -- Linear Genetic Programming for Object Recognition -- Applications of Linear Genetic Programming for Object Recognition -- Summary and Future Work
Dimensions
unknown
Extent
1 online resource (316 p.)
Form of item
online
Isbn
9781280263071
Media category
computer
Media type code
  • c
Other control number
10.1007/b105515
Specific material designation
remote
System control number
  • (CKB)1000000000227461
  • (EBL)302589
  • (OCoLC)62861545
  • (SSID)ssj0000769911
  • (PQKBManifestationID)12334606
  • (PQKBTitleCode)TC0000769911
  • (PQKBWorkID)10785456
  • (PQKB)10469824
  • (SSID)ssj0000151582
  • (PQKBManifestationID)11153271
  • (PQKBTitleCode)TC0000151582
  • (PQKBWorkID)10317634
  • (PQKB)11429856
  • (DE-He213)978-0-387-24452-5
  • (MiAaPQ)EBC302589
  • (EXLCZ)991000000000227461

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