216 search results - page 2 / 44 » Estimation of Mutual Information: A Survey |
JMLR
2010
14 years 6 months ago
2010
The goal of sufficient dimension reduction in supervised learning is to find the lowdimensional subspace of input features that is `sufficient' for predicting output values. ...
105
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IDA
2009
Springer
15 years 6 months ago
2009
Springer
Abstract. Accurately evaluating statistical independence among random variables is a key component of Independent Component Analysis (ICA). In this paper, we employ a squared-loss ...
116
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CORR
2011
Springer
14 years 6 months ago
2011
Springer
Let X be a non-negative random variable and let the conditional distribution of a random variable Y , given X, be Poisson(γ · X), for a parameter γ ≥ 0. We identify a natural...
123
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CVPR
2006
IEEE
15 years 5 months ago
2006
IEEE
We present a new, robust and computationally efficient method for estimating the probability density of the intensity values in an image. Our approach makes use of a continuous r...
94
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CORR
2007
Springer
14 years 11 months ago
2007
Springer
Questions of understanding and quantifying the representation and amount of information in organisms have become a central part of biological research, as they potentially hold th...