Properties of Jeffreys mixture for Markov sources

J Takeuchi, T Kawabata… - IEEE transactions on …, 2012 - ieeexplore.ieee.org
We discuss the properties of Jeffreys mixture for a Markov model. First, we show that a
modified Jeffreys mixture asymptotically achieves the minimax coding regret for universal …

A generalization of BS Clarke and AR Barron's asymptotics of Bayes codes for FSMX sources

M Gotoh, T Matsushima, S Hirasawa - IEICE transactions on …, 1998 - search.ieice.org
We shall generalize BS Clarke and AR Barron's analysis of the Bayes method for the FSMX
sources. The FSMX source considered here is specified by the set of all states and its …

[图书][B] Complexity reduction of the context-tree weighting algorithm: A study for KPN research

FMJ Willems, TJ Tjalkens - 1997 - sps.tue.nl
This report contains the results of a study that was performed by the Information and
Communication Theory Group of Eindhoven University for KPN Research in Leidschendam …

An analysis of the difference of code lengths between two-step codes based on MDL principle and Bayes codes

M Goto, T Matsushima… - IEEE Transactions on …, 2001 - ieeexplore.ieee.org
In this paper, we discuss the difference in code lengths between the code based on the
minimum description length (MDL) principle (the MDL code) and the Bayes code under the …

A context tree weighting algorithm with an incremental context set

T KAWABATA, FMJ Willems - IEICE transactions on fundamentals …, 2000 - search.ieice.org
We propose a variation of the Context Tree Weighting algorithm for tree source modified
such that the growth of the context resembles Lempel-Ziv parsing. We analyze this …

Approximation of Bayes code for Markov sources

J Takeuchi, T Kawabata - Proceedings of 1995 IEEE …, 1995 - ieeexplore.ieee.org
We give an approximation formula for the predictive Bayes code for FSMX models
(subspaces of Markov models). Moreover, we empirically show that the code using our …

[PDF][PDF] Properties of Jeffreys mixture for Markov sources

J Takeuchi, T Kawabata, AR Barron - def, 2001 - researchgate.net
We discuss the properties of Jeffreys mixture for general FSMX model (a certain class of
Markov sources [11]). First, we show that modified Jeffreys mixture asymptotically achieves …

Analysis of zero-redundancy estimator with a finite window for markovian source

MM Rashid, T Kawabata - IEICE Transactions on Fundamentals of …, 2005 - search.ieice.org
Prediction of actual symbol probability is crucial for statistical data compression that uses
arithmetic coder. Krichevsky-Trofimov (KT) estimator has been a standard predictor and …

Theoretical analysis of a zero-redundancy estimator with a finite window for memoryless source

MM Rashid, T Kawabata - IEEE Information Theory Workshop …, 2005 - ieeexplore.ieee.org
A zero-redundancy estimator is defined by a weighted sum of Krichevsky-Trofimov (KT)
sequential probability estimators ie, the minimax Bayes of the memoryless process, over all …

A Relationship between Contex Tree Weighting and General Model Weighting Techniques for Tree Sources

J Suzuki - IEICE transactions on fundamentals of electronics …, 1998 - search.ieice.org
This paper explores a relationship between parameters for the context tree weighting and
weights for a general model weighting technique. In particular, an algorithm is proposed that …