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    Foundations of Quantization for Probability Distributions

Foundations of Quantization for Probability Distributions

Siegfried Graf
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      Due to the rapidly increasing need for methods of data compression, quantization has become a flourishing field in signal and image processing and information theory. The same techniques are also used in statistics (cluster analysis), pattern recognition, and operations research (optimal location of service centers). The book gives the first mathematically rigorous account of the fundamental theory underlying these applications. The emphasis is on the asymptotics of quantization errors for absolutely continuous and special classes of singular probabilities (surface measures, self-similar measures) presenting some new results for the first time. Written for researchers and graduate students in probability theory the monograph is of potential interest to all people working in the disciplines mentioned above.
      Format: Paperback / softback CONTRIBUTORS: Siegfried Graf EAN: 9783540673941 COUNTRY: Germany PAGES: WEIGHT: 1150 g HEIGHT: 235 cm
      PUBLISHED BY: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG DATE PUBLISHED: 2000-05-16 CITY: GENRE: BUSINESS & ECONOMICS / Operations Research, COMPUTERS / Artificial Intelligence / Computer Vision & Pattern Recognition, MATHEMATICS / Probability & Statistics / General, TECHNOLOGY & ENGINEERING / Telecommunications WIDTH: 155 cm SPINE:

      Book Themes:

      Management decision making, Operational research, Probability and statistics, Stochastics, Communications engineering / telecommunications, Pattern recognition

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      Due to the rapidly increasing need for methods of data compression, quantization has become a flourishing field in signal and image processing and information theory. The same techniques are also used in statistics (cluster analysis), pattern recognition, and operations research (optimal location of service centers). The book gives the first mathematically rigorous account of the fundamental theory underlying these applications. The emphasis is on the asymptotics of quantization errors for absolutely continuous and special classes of singular probabilities (surface measures, self-similar measures) presenting some new results for the first time. Written for researchers and graduate students in probability theory the monograph is of potential interest to all people working in the disciplines mentioned above.
      Format: Paperback / softback CONTRIBUTORS: Siegfried Graf EAN: 9783540673941 COUNTRY: Germany PAGES: WEIGHT: 1150 g HEIGHT: 235 cm
      PUBLISHED BY: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG DATE PUBLISHED: 2000-05-16 CITY: GENRE: BUSINESS & ECONOMICS / Operations Research, COMPUTERS / Artificial Intelligence / Computer Vision & Pattern Recognition, MATHEMATICS / Probability & Statistics / General, TECHNOLOGY & ENGINEERING / Telecommunications WIDTH: 155 cm SPINE:

      Book Themes:

      Management decision making, Operational research, Probability and statistics, Stochastics, Communications engineering / telecommunications, Pattern recognition

      Customer Reviews

      Be the first to write a review
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