rdf-syntax-grammar
mods:
  schema location: http://www.loc.gov/mods/v3 http://www.loc.gov/standards/mods/v3/mods-3-2.xsd
  title info:
    title: Pattern recognition
  name:
    name part: Theodoridis, Sergios
    name part: 1951-
    role:
      role term: creator
  name:
    name part: Koutroumbas, Konstantinos
    name part: 1967-
  name:
    name part: ScienceDirect (Online service)
  type of resource: text
  genre: bibliography
  genre: Electronic books.
  origin info:
    place:
      place term: mau
    place:
      place term: Burlington, MA
    place:
      place term: London
    publisher: Academic Press
    date issued: ©2009
    date issued: 2009
    edition: 4th ed.
    issuance: monographic
  language:
    language term: eng
  physical description:
    form: remote
    extent: 1 online resource (xvii, 961 pages) : illustrations
  abstract: This book considers classical and current theory and practice, of supervised, unsupervised and semi-supervised pattern recognition, to build a complete background for professionals and students of engineering. The authors, leading experts in the field of pattern recognition, have provided an up-to-date, self-contained volume encapsulating this wide spectrum of information. The very latest methods are incorporated in this edition: semi-supervised learning, combining clustering algorithms, and relevance feedback. Thoroughly developed to include many more worked examples to give greater understanding of the various methods and techniques Many more diagrams included--now in two color--to provide greater insight through visual presentation Matlab code of the most common methods are given at the end of each chapter An accompanying book with Matlab code of the most common methods and algorithms in the book, together with a descriptive summary and solved examples, and including real-life data sets in imaging and audio recognition. The companion book is available separately or at a special packaged price (Book ISBN: 9780123744869. Package ISBN: 9780123744913) Latest hot topics included to further the reference value of the text including non-linear dimensionality reduction techniques, relevance feedback, semi-supervised learning, spectral clustering, combining clustering algorithms Solutions manual, powerpoint slides, and additional resources are available to faculty using the text for their course. Register at www.textbooks.elsevier.com and search on "Theodoridis" to access resources for instructor.
  table of contents: 1. Introduction -- 2. Classifiers based on Bayes Decision -- 3. Linear Classifiers -- 4. Nonlinear Classifiers -- 5. Feature Selection -- 6. Feature Generation I: Data Transformation and Dimensionality Reduction -- 7. Feature Generation II -- 8. Template Matching -- 9. Context Depedant Clarification -- 10. System Evaultion -- 11. Clustering: Basic Concepts -- 12. Clustering Algorithms: Algorithms L Sequential -- 13. Clustering Algorithms II: Hierarchical -- 14. Clustering Algorithms III: Based on Function Optimization -- 15. Clustering Algorithms IV: Clustering -- 16. Cluster Validity.
  table of contents: Classifiers based on Bayes Decision Theory -- Linear classifiers -- Nonlinear classifiers -- Feature selection -- Feature generation I : data transformation and dimensionality reduction -- Feature generation II -- Template matching -- Context-dependent classification -- Supervised learning : the epilogue -- Clustering algorithms I : sequential algorithms -- Clustering algorithms II : hierarchial algorithms -- Clustering algorithms III : schemes based on function optimization -- Clustering algorithms IV -- Cluster validity.
  note: Sergios Theodoridis, Konstantinos Koutroumbas.
  note: Includes bibliographical references and index.
  subject:
    topic: Pattern recognition systems
  subject:
    topic: Pattern Recognition, Automated
  subject:
    topic: Reconnaissance des formes (Informatique)
  subject:
    topic: COMPUTERS
    topic: Optical Data Processing
  subject:
    topic: Pattern recognition systems
  subject:
    topic: Online-Ressource
  subject:
    topic: Patroonherkenning
  classification: TK7882.P3 T46 2009
  classification: 006.4
  related item:
    title info:
      title: Pattern recognition
    name:
      name part: Theodoridis, Sergios, 1951-
    origin info:
      publisher: Burlington, MA ; London : Academic Press, ©2009
      edition: 4th ed.
    identifier: (OCoLC)244653634
  identifier: 9781597492720
  identifier: 1597492728
  identifier: 9780080949123
  identifier: 0080949126
  identifier: 152751:152906 Elsevier Science & Technology
  identifier: http://proxy.library.tamu.edu/login
  record info:
    record content source: OPELS
    record creation date: 100429
    record change date: 20260326174327.9
    record identifier: in00005742308
    language of cataloging:
      language term: eng