IEEE

MOCT: a Multi-class Oblique Tree Algorithm for Synergistic Drug Combination Prediction

Abstract: Machine learning has been successfully applied to drug combination prediction in recent years. However, in some situations, the class imbalance problem still shows highly negative impacts on ...
IEEE

ITSA: An Adaptive Tree Seed Algorithm Based on Differential Evolution with Tree Migration and Seed Intelligent Generation

Abstract: An Adaptive Tree Seed Algorithm based on Differential Evolution with Tree Migration and Seed Intelligent Generation (Improvements-Tree Seed Optimization, ITSA) is proposed in this paper to ...
GitHub

Project Title: Feature Engineering and Imbalanced Data in Money Laundering Detection: A Comparative Study of ML Algorithms

This project primarily used the small dataset with a high illicit ratio, which contains 5,078,345 financial transactions spanning 10 days.It effectively addresses challenges such as overlap and ...
GitHub

Purifying Interaction Effects with the Functional ANOVA

Additive models with interactions (like GA²Ms) have an identifiability problem: effects can be freely shifted between main effects and interactions without changing model predictions. This allows ...