maximize mutual information

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maximize mutual information

Computer Science > Information Theory ... I(X; Y) holds for any two Boolean functions: f,g -colon --1,1-}^n -to --1,1-} (I(-cdot; -cdot) denotes mutual information). , When we compare the loss for 50 iterations, we can clearly see that mutual information is maximized when we keep the spatial dimensionality the same as the input data. Let us compare the different features maps created by each method, in the order of cas, Mutual information calculates the statistical dependence between two ..... Note that minimizing the entropy is equivalent to maximizing the ..., , Abstract: We propose an approach to self-supervised representation learning based on maximizing mutual information between features ..., Inspired by InfoGAN, we propose to maximize the mutual information between the text condition and the predicted acoustic features to ...,One high-dimensional generalization scheme which maximizes the mutual information between the joint distribution and other target variables is found to be useful in feature selection. Mutual information is also used in the area of signal processing as a m, ... representation learning train feature extractors by maximizing an estimate of the mutual information (MI) between different views of the data.

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maximize mutual information 相關參考資料
Dictator Functions Maximize Mutual Information

Computer Science > Information Theory ... I(X; Y) holds for any two Boolean functions: f,g -colon --1,1-}^n -to --1,1-} (I(-cdot; -cdot) denotes mutual information).

https://arxiv.org

Features that Maximizes Mutual Information, How do they ...

When we compare the loss for 50 iterations, we can clearly see that mutual information is maximized when we keep the spatial dimensionality the same as the input data. Let us compare the different fe...

https://towardsdatascience.com

Information Gain and Mutual Information for Machine Learning

Mutual information calculates the statistical dependence between two ..... Note that minimizing the entropy is equivalent to maximizing the ...

https://machinelearningmastery

Learning Representations by Maximizing Mutual Information ...

https://arxiv.org

Learning Representations by Maximizing Mutual Information Across ...

Abstract: We propose an approach to self-supervised representation learning based on maximizing mutual information between features ...

https://openreview.net

Maximizing Mutual Information for Tacotron

Inspired by InfoGAN, we propose to maximize the mutual information between the text condition and the predicted acoustic features to ...

https://arxiv.org

Mutual information - Wikipedia

One high-dimensional generalization scheme which maximizes the mutual information between the joint distribution and other target variables is found to be useful in feature selection. Mutual informati...

https://en.wikipedia.org

On Mutual Information Maximization for Representation ...

... representation learning train feature extractors by maximizing an estimate of the mutual information (MI) between different views of the data.

https://arxiv.org