D-BIAS
Algorithmic Bias Assessment & Mitigation
Dataset
Label Variable
Nominal Variables
P-value
0.01
0.05
0.10
CAUSAL MODEL
DEBIASED DATA
Source:
Target:
Stage:
FIND PATHS
LOGS
Edge Weights
Filter:
0
Sensitive Variable
ML Algorithm
Logistic Regression
SVM
Naive Bayes
kNN
Decision Tree
Random Forest
Neural Network
EVALUATE METRICS
Original Data
Debiased Data
Utility Metrics
Bias Metrics
Data Distortion
Select Groups
×
Group A
B Complement
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RESET
0%
Group B
A Complement
Select ALL
RESET
0%