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"Information Theoretic Deductions Using Machine Learning with an Applic" by Arunselvan Ramaswamy, Yunpeng Ma et al.

Conditional entropy is an important concept that naturally arises in fields such as finance, sociology, and intelligent decision making when solving problems involving statistical inferences. Formally speaking, given two random variables X and Y, one is interested in the amount and direction of information flow between X and Y . It helps to draw conclusions about Y while only observing X. Conditional entropy H(Y |X) quantifies the amount of information flow from X to Y . In practice, calculating H(Y |X) exactly is infeasible. Current estimation methods are complex and suffer from estimation bias issues. In this paper, we present a simple Machine Learning based estimation method. Our method can be used to estimate H(Y |X) for discrete X and bi-valued Y. Given X and Y observations, we first construct a natural binary classification training dataset. We then train a supervised learning algorithm on this dataset, and use its prediction accuracy to estimate H(Y |X). We also present a simple ....

Karlstad University , Machine Learning , Automated Data Mining , Binary Classification , Onditional Entropy , Information Theory , Achine Learning In Sociology , Upervised Machine Learning ,

Shapash by MAIF

Shapash by MAIF
maif.github.io - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from maif.github.io Daily Mail and Mail on Sunday newspapers.

Sklearn Columntransformer , Data Science , Binary Classification , Quality Metrics ,

Young professor's success an encouraging sign

Young professor's success an encouraging sign
chinadaily.com.cn - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from chinadaily.com.cn Daily Mail and Mail on Sunday newspapers.

Feng Lei , Wei Dongyi , University School Of Mathematical Sciences , Nanyang Technological University , International Conference On Machine , Chongqing University , Computer Science , Binary Classification , Pairwise Confidence , International Conference , Machine Learning , Peking University , Mathematical Sciences , President Xi Jinping ,

Young professor's success an encouraging sign

Young professor's success an encouraging sign
chinadaily.com.cn - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from chinadaily.com.cn Daily Mail and Mail on Sunday newspapers.

Feng Lei , Wei Dongyi , University School Of Mathematical Sciences , Nanyang Technological University , International Conference On Machine , College Of Computer Science , Computer Science , Chongqing University , Binary Classification , Pairwise Confidence , International Conference , Machine Learning , Peking University , Mathematical Sciences , President Xi Jinping ,