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Universal codes efficiently compress sequences generated by
stationary and ergodic sources with unknown statistics, and they
were originally designed for lossless data compression. In the
meantime, it was realized that they can be used for solving
important problems of prediction and statistical analysis of time
series, and this book describes recent results in this area. The
first chapter introduces and describes the application of universal
codes to prediction and the statistical analysis of time series;
the second chapter describes applications of selected statistical
methods to cryptography, including attacks on block ciphers; and
the third chapter describes a homogeneity test used to determine
authorship of literary texts. The book will be useful for
researchers and advanced students in information theory,
mathematical statistics, time-series analysis, and cryptography. It
is assumed that the reader has some grounding in statistics and in
information theory.
Universal codes efficiently compress sequences generated by
stationary and ergodic sources with unknown statistics, and they
were originally designed for lossless data compression. In the
meantime, it was realized that they can be used for solving
important problems of prediction and statistical analysis of time
series, and this book describes recent results in this area. The
first chapter introduces and describes the application of universal
codes to prediction and the statistical analysis of time series;
the second chapter describes applications of selected statistical
methods to cryptography, including attacks on block ciphers; and
the third chapter describes a homogeneity test used to determine
authorship of literary texts. The book will be useful for
researchers and advanced students in information theory,
mathematical statistics, time-series analysis, and cryptography. It
is assumed that the reader has some grounding in statistics and in
information theory.
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