GitHub

Convolutional Echo State Networks for Time Series Classification

A PyTorch framework combining parallel Echo State Network (ESN) reservoirs with temporal convolutional readouts for time series classification. This architecture leverages the computational efficiency ...
IEEE

Implementing Optuna and Ensemble Learning on Boosting Models for Credit Default Risk Prediction

Abstract: Credit card default risk prediction is becoming increasingly important in the financial industry to minimize losses and improve risk management. This study proposes the development of a ...
IEEE

SHAP-Based Feature Selection and Optuna-Tuned CatBoost for an Accurate Heart Disease Prediction

Abstract: Cardiovascular disease (CVD) remains the leading cause of mortality worldwide, emphasizing the need for accurate and interpretable predictive systems for early detection and timely ...
GitHub

1boChen/gene-rel-graph-transformer

Graph Transformer + multi-label edge classifier for predicting gene–gene relation types using precomputed embeddings (e.g., DNA/BioBERT/ESM2) and a pathway-source edge attribute. Y. Chen, D. Xu, R.