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Multiple Classifier Systems: Second International Workshop, MCS 2001, Cambridge, UK, July 2-4, 2001 : Proceedings

Kittler, Josef ; Roli, Fabio Kittler, Josef ; Roli, Fabio

Berlin, Heidelberg: Springer Berlin / Heidelberg 2001

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  • Título:
    Multiple Classifier Systems: Second International Workshop, MCS 2001, Cambridge, UK, July 2-4, 2001 : Proceedings
  • Autor: Kittler, Josef ; Roli, Fabio
  • Kittler, Josef ; Roli, Fabio
  • Assuntos: Algorithm Analysis and Problem Complexity ; Artificial Intelligence ; Computation by Abstract Devices ; Computer Science ; Computer software ; Computer vision ; Congresses ; Image Processing and Computer Vision ; Machine learning ; Machine learning-Congresses ; Neural networks (Computer science) ; Optical pattern recognition ; Pattern perception ; Pattern Recognition
  • Descrição: Driven by the requirements of a large number of practical and commercially - portant applications, the last decade has witnessed considerable advances in p- tern recognition. Better understanding of the design issues and new paradigms, such as the Support Vector Machine, have contributed to the development of - proved methods of pattern classi cation. However, while any performance gains are welcome, and often extremely signi cant from the practical point of view, it is increasingly more challenging to reach the point of perfection as de ned by the theoretical optimality of decision making in a given decision framework. The asymptoticity of gains that can be made for a single classi er is a re?- tion of the fact that any particular design, regardless of how good it is, simply provides just one estimate of the optimal decision rule. This observation has motivated the recent interest in Multiple Classi er Systems , which aim to make use of several designs jointly to obtain a better estimate of the optimal decision boundary and thus improve the system performance. This volume contains the proceedings of the international workshop on Multiple Classi er Systems held at Robinson College, Cambridge, United Kingdom (July 2{4, 2001), which was organized to provide a forum for researchers in this subject area to exchange views and report their latest results.
  • Títulos relacionados: Lecture Notes in Computer Science
  • Editor: Berlin, Heidelberg: Springer Berlin / Heidelberg
  • Data de criação/publicação: 2001
  • Formato: 467
  • Idioma: Inglês
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  • Realização: ABCD-USP USP   Logos de Redes Sociais: Freepik

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