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.
| ISBN: | 9783540673941 |
| Publication date: | 16th May 2000 |
| Author: | Siegfried Graf, Harald Luschgy |
| Publisher: | Springer an imprint of Springer Berlin Heidelberg |
| Format: | Paperback |
| Pagination: | 230 pages |
| Series: | Lecture Notes in Mathematics |
| Genres: |
Probability and statistics Stochastics Management decision making Pattern recognition Operational research Communications engineering / telecommunications |
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.
Foundations of Quantization for Probability Distributions features in the following genres: Probability and statistics, Stochastics, Management decision making, Pattern recognition, Operational research, Communications engineering / telecommunications
Foundations of Quantization for Probability Distributions is available in Paperback
Foundations of Quantization for Probability Distributions was written by Siegfried Graf, Harald Luschgy and published by Springer an imprint of Springer Berlin Heidelberg
Foundations of Quantization for Probability Distributions has 230 pages
Yes it is part of Lecture Notes in Mathematics series