Coverart for item
The Resource Graphs for Pattern Recognition

Graphs for Pattern Recognition

Label
Graphs for Pattern Recognition
Title
Graphs for Pattern Recognition
Creator
Subject
Language
eng
Summary
This monograph deals with mathematical constructions that are foundational in such an important area of data mining as pattern recognition. By using combinatorial and graph theoretic techniques, a closer look is taken at infeasible systems of linear inequalities, whose generalized solutions act as building blocks of geometric decision rules for pattern recognition. Infeasible systems of linear inequalities prove to be a key object in pattern recognition problems described in geometric terms thanks to the committee method. Such infeasible systems of inequalities represent an important special subclass of infeasible systems of constraints with a monotonicity property - systems whose multi-indices of feasible subsystems form abstract simplicial complexes (independence systems), which are fundamental objects of combinatorial topology. The methods of data mining and machine learning discussed in this monograph form the foundation of technologies like big data and deep learning, which play a growing role in many areas of human-technology interaction and help to find solutions, better solutions and excellent solutions. Contents: Preface Pattern recognition, infeasible systems of linear inequalities, and graphs Infeasible monotone systems of constraints Complexes, (hyper)graphs, and inequality systems Polytopes, positive bases, and inequality systems Monotone Boolean functions, complexes, graphs, and inequality systems Inequality systems, committees, (hyper)graphs, and alternative covers Bibliography List of notation Index
Member of
Cataloging source
IDEBK
http://library.link/vocab/creatorName
Gainanov, Damir
Dewey number
516/.1
Index
index present
LC call number
QA295
LC item number
.G275 2016
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/subjectName
  • Inequalities (Mathematics)
  • Graph theory
  • Deutsche Arbeitsgemeinschaft für Mustererkennung
  • MATHEMATICS
  • Graph theory
  • Inequalities (Mathematics)
  • Lineares Ungleichungssystem
  • Graphentheorie
  • Kombinatorische Optimierung
Label
Graphs for Pattern Recognition
Instantiates
Publication
Bibliography note
Includes bibliographical references (pages 133-140) and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Control code
960975717
Dimensions
unknown
Extent
1 online resource (158)
Form of item
online
Isbn
9783110481068
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
http://library.link/vocab/ext/overdrive/overdriveId
964181
Specific material designation
remote
System control number
(OCoLC)960975717
Label
Graphs for Pattern Recognition
Publication
Bibliography note
Includes bibliographical references (pages 133-140) and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Control code
960975717
Dimensions
unknown
Extent
1 online resource (158)
Form of item
online
Isbn
9783110481068
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
http://library.link/vocab/ext/overdrive/overdriveId
964181
Specific material designation
remote
System control number
(OCoLC)960975717

Library Locations

    • Curtis Laws Wilson LibraryBorrow it
      400 West 14th Street, Rolla, MO, 65409, US
      37.955220 -91.772210
Processing Feedback ...