Estimation of mutual information from limited experimental data

Adrianus J. M. Houtsma · The Journal of the Acoustical Society of America · 1983

To obtain an unbiased estimate of mutual information from an experimental confusion matrix, one needs a minimum number of trials of about five times the number of cells in the matrix. This study presents a computer-simulated approach to derive unbiased estimates of mutual information from samples of considerably fewer data.

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