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제목데이터셋 공정성 보정 도구 v2.0 (data set fairness improvement v2.0)2021-10-29 18:05
작성자 Level 10

Tech stack : drex cloud + docker compose + spring framework + mysql

Step 1 : source data set load (& choose column for binary classification)

step1.png
 

Step 2 : visualize of source data set structure (input parameters, permutation & no. of average corrections)

step2.png
 

Step 3 : fairness improvement based on raverage algorithm (ordered by standard deviation)

step3.png
 

Step 4 : visualize of result data set structure (selected data set)

step4.png
 

Step 5 : data set download

step5.png
 

#데이터셋 공정성#데이터셋#공정성#공정성 보정#편향#균등 기회#균등 승률#인구통계 패리티#이진 분류#순열#data set fairness#data set#fairness#fairness improvement#bias#equality opportunity#equalized odds#demographic parity#binary classification#permutation