3 papers
cs.LG2025
Graph Random Walk with Feature-Label Space Alignment: A Multi-Label Feature Selection Method
Wanfu Gao, Jun Gao, Qingqi Han +2
The rapid growth in feature dimension may introduce implicit associations between features and labels in multi-label datasets, making the relationships between features and labels…
cs.LG2025
Dual-Agent Reinforcement Learning for Automated Feature Generation
Wanfu Gao, Zengyao Man, Hanlin Pan +1
Feature generation involves creating new features from raw data to capture complex relationships among the original features, improving model robustness and machine learning perfor…
cs.LG2024
Topology-aware Reinforcement Feature Space Reconstruction for Graph Data
Wangyang Ying, Haoyue Bai, Kunpeng Liu +1
Feature space is an environment where data points are vectorized to represent the original dataset. Reconstructing a good feature space is essential to augment the AI power of data…