Livoa LogoLivoa
Raw Patient Data


100,000 records × 37

features

Data Preprocessing

Preprocessing Pipeline
Preprocessed Data


Balanced with SMOTENC

Stage 1: Feature Learning
Stage 1: TabNet


Feature Learning

Augmented Features


xiaug = [xi, pi, li, mi]

Stage 2: Classification
Stage 2: LightGBM


Classification

Final Prediction


ŷi = I(p ≥ Topt)

Threshold Optimization

rasel

by Rezanur

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