Results 41 to 50 of about 15,770,233 (254)

Lower bounds on mutual information [PDF]

open access: yesPhysical Review E, 2011
We correct claims about lower bounds on mutual information (MI) between real-valued random variables made in A. Kraskov {\it et al.}, Phys. Rev. E {\bf 69}, 066138 (2004). We show that non-trivial lower bounds on MI in terms of linear correlations depend on the marginal (single variable) distributions.
Foster, D.V., Grassberger, P.
openaire   +4 more sources

Detection thresholding using mutual information [PDF]

open access: yes, 2006
In this paper, we introduce a novel non-parametric thresholding method that we term Mutual-Information Thresholding. In our approach, we choose the two detection thresholds for two input signals such that the mutual information between the thresholded ...
Ó Conaire, Ciarán   +3 more
core   +2 more sources

MULTI-FEATURE MUTUAL INFORMATION IMAGE REGISTRATION

open access: yesImage Analysis and Stereology, 2012
Nowadays, information-theoretic similarity measures, especially the mutual information and its derivatives, are one of the most frequently used measures of global intensity feature correspondence in image registration.
Dejan Tomaževič   +2 more
doaj   +1 more source

Mutual Information and Information Gating in Synfire Chains

open access: yesEntropy, 2018
Coherent neuronal activity is believed to underlie the transfer and processing of information in the brain. Coherent activity in the form of synchronous firing and oscillations has been measured in many brain regions and has been correlated with enhanced
Zhuocheng Xiao   +3 more
doaj   +1 more source

On the Estimation of Mutual Information

open access: yesProceedings, 2020
In this paper we focus on the estimation of mutual information from finite samples ( X × Y ) . The main concern with estimations of mutual information (MI) is their robustness under the class of transformations for which it remains invariant:
Nicholas Carrara, Jesse Ernst
doaj   +1 more source

Bayesian bin distribution inference and mutual information [PDF]

open access: yes, 2005
We present an exact Bayesian treatment of a simple, yet sufficiently general probability distribution model. We consider piecewise-constant distributions' P(X) with uniform (second-order) prior over location of discontinuity points and assigned chances ...
Foldiak, Peter, Endres, Dominik Maria
core   +1 more source

Mutual information for testing gene-environment interaction. [PDF]

open access: yesPLoS ONE, 2009
Despite current enthusiasm for investigation of gene-gene interactions and gene-environment interactions, the essential issue of how to define and detect gene-environment interactions remains unresolved.
Xuesen Wu, Li Jin, Momiao Xiong
doaj   +1 more source

Mutual Information Approximation

open access: yesCoRR, 2019
To provide an efficient approach to characterize the input-output mutual information (MI) under additive white Gaussian noise (AWGN) channel, this short report fits the curves of exact MI under multilevel quadrature amplitude modulation (M-QAM) signal inputs via multi-exponential decay curve fitting (M-EDCF).
Chongjun Ouyang   +2 more
openaire   +2 more sources

A study on mutual information-based feature selection for text categorization [PDF]

open access: yes, 2007
Feature selection plays an important role in text categorization. Automatic feature selection methods such as document frequency thresholding (DF), information gain (IG), mutual information (MI), and so on are commonly applied in text categorization ...
Xu, Yang   +4 more
core   +2 more sources

Structure Learning of Bayesian Network Based on Adaptive Thresholding

open access: yesEntropy, 2019
Direct dependencies and conditional dependencies in restricted Bayesian network classifiers (BNCs) are two basic kinds of dependencies. Traditional approaches, such as filter and wrapper, have proved to be beneficial to identify non-significant ...
Yang Zhang   +3 more
doaj   +1 more source

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