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Tag: causality

Exploratory Data Analysis, Machine Learning - Data MiningLeave a comment

On ensuring fairness: Statistical parity vs Causal graphs

July 31, 2021July 31, 2021 Tung.M.Phung

We tackle the problem of ensuring fairness in machine learning, from using the traditional statistical parity to exploiting a causal network. Continue reading On ensuring fairness: Statistical parity vs Causal graphs

Machine Learning - Data Mining, Preparatory PhaseLeave a comment

Control Variable explained

February 17, 2020July 31, 2020 Tung.M.Phung

In statistics and data mining, we often encounter the word ‘control’, mostly from terms like control variables and control groups. In fact, a control variable has slightly different meanings in different fields Continue reading Control Variable explained

Exploratory Data Analysis, Machine Learning - Data MiningLeave a comment

Does Causality imply Correlation?

December 21, 2019July 31, 2020 Tung.M.Phung

I have seen enough threads saying that Correlation does NOT imply Causality. Yes, that is true, but how about the other way around? Continue reading Does Causality imply Correlation?