Title :
On the nonuniqueness of discretization of two-dimensional probability distribution subject to the maximization of Shannon´s entropy (Corresp.)
Author :
Ng, C.T. ; Wong, Andrew K.C.
fDate :
1/1/1987 12:00:00 AM
Abstract :
The maximum entropy method has been successfully applied to a number of scientific and engineering disciplines. A special case of its particular usefulness is the discretization of two-dimensional distribution subject to the maximization of Shannon´s entropy. Such a discretization scheme provides a means for deriving a Iow-order approximation of probability distribution for mixed-mode (continuous and discrete) multivariate data. The presence of special cases is shown where the maximum-entropy discretization of two-dimensional probability distribution is not unique.
Keywords :
Maximum-entropy methods; Probability; Quantization; Sampling methods; Acoustic signal detection; Adaptive signal detection; Control theory; Entropy; Filtering; Probability distribution; Signal analysis; Signal detection; Signal processing; Stochastic processes;
Journal_Title :
Information Theory, IEEE Transactions on
DOI :
10.1109/TIT.1987.1057256