Correlation Entropy and Feature Selection

[KuangyiZhu]

ICML 2012

• [ ] A Graphical Model Formulation of Collaborative Filtering Neighbourhood Methods with Fast Maximum Entropy Training
• [ ] On multi-view feature learning
• [ ] Large-Scale Feature Learning With Spike-and-Slab Sparse Coding
• [ ] A Convex Feature Learning Formulation for Latent Task Structure Discovery

ICML 2013

• [ ] Feature Selection in High-Dimensional Classification
• [ ] Efficient Sparse Group Feature Selection via Nonconvex Optimization

ICML 2015

• [ ] A Probabilistic Model for Dirty Multi-task Feature Selection

KDD 2012

• [ ] Robust multi-task feature learning.
• [ ] Random forests for metric learning with implicit pairwise position dependence.

KDD 2014

• [ ] Effective global approaches for mutual information based feature selection.
• [ ] Gradient boosted feature selection.
• [ ] Efficient multi-task feature learning with calibration.

[KuangyiZhu]

• [ ] Feature Selection in High-Dimensional Classification
• [ ] Online Latent Dirichlet Allocation with Infinite Vocabulary
• [ ] Gradient boosted feature selection.