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Mutual information functions versus correlation functions
Authors:Wentian Li
Affiliation:(1) Center for Complex Systems Research, Physics Department, Beckman Institute, University of Illinois, 61801 Urbana, Illinois;(2) Department of Physics, Columbia University, 10027 New York, New York;(3) Present address: Santa Fe Institute, 87501 Santa Fe, New Mexico
Abstract:
This paper studies one application of mutual information to symbolic sequences: the mutual information functionM(d). This function is compared with the more frequently used correlation functionGamma(d). An exact relation betweenM(d) andGamma(d) is derived for binary sequences. For sequences with more than two symbols, no such general relation exists; in particular,Gamma(d)=0 may or may not lead toM(d)=0. This linear, but not general, independence between symbols separated by a distance is studied for ternary sequences. Also included is the estimation of the finite-size effect on calculating mutual information. Finally, the concept of ldquosymbolic noiserdquo is discussed.
Keywords:Mutual information function  correlation functions  linear and general dependence  symbolic noise
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