System Identification Using Regular and Quantized Observations von Qi He | Applications of Large Deviations Principles | ISBN 9781461462910

System Identification Using Regular and Quantized Observations

Applications of Large Deviations Principles

von Qi He, Le Yi Wang und George G. Yin
Mitwirkende
Autor / AutorinQi He
Autor / AutorinLe Yi Wang
Autor / AutorinGeorge G. Yin
Buchcover System Identification Using Regular and Quantized Observations | Qi He | EAN 9781461462910 | ISBN 1-4614-6291-6 | ISBN 978-1-4614-6291-0

System Identification Using Regular and Quantized Observations

Applications of Large Deviations Principles

von Qi He, Le Yi Wang und George G. Yin
Mitwirkende
Autor / AutorinQi He
Autor / AutorinLe Yi Wang
Autor / AutorinGeorge G. Yin
This brief presents characterizations of identification errors under a probabilistic framework when output sensors are binary, quantized, or regular.  By considering both space complexity in terms of signal quantization and time complexity with respect to data window sizes, this study provides a new perspective to understand the fundamental relationship between probabilistic errors and resources, which may represent data sizes in computer usage, computational complexity in algorithms, sample sizes in statistical analysis and channel bandwidths in communications.