Multi-view learning

• Overview
  • A Survey on Multi-view Learning (2013) Chang Xu, Dacheng Tao, Chao Xu

Co-training (Wiki)

• Combining labeled and unlabeled data with co-training (1998) Avrim Blum, Tom Mitchell
• Analyzing the Effectiveness and Applicability of Co-training (2000) Kamal Nigam, Rayid Ghani
• Efficient Co-Regularised Least Squares Regression (2006) Ulf Brefeld, Thomas Gärtner, Tobias Scheffer, Stefan Wrobel
• Active Learning with Multiple Views (2011) C. A. Knoblock, S. Minton, I. Muslea

Multiple kernel learning

• Multiple Kernel Learning Algorithms (2011) Mehmet Gonen, Ethem Alpaydın
• MARK:A Boosting Algorithm for Heterogeneous Kernel Models (2002) Kristin P. Bennett, Michinari Momma, Mark J. Embrechts

Subspace learning

• CCA Canonical correlation analysis
• Kernel CCA
  • Convergence analysis of kernel Canonical Correlation Analysis: theory and practice (2009) David R. Hardoon, John Shawe-Taylor
• Generalized Multiview Analysis: A discriminative latent space (2012) Abhishek Sharma, Abhishek Kumar
• Multi-view Fisher Discriminant Analysis
• Multi-view Metric Learning
  • Multiview Metric Learning with Global Consistencyand Local Smoothness (2012) Deming Zhai, Hong Chang, Shiguang Shan, Xilin Chen, Wen Gao

Software

• Python
  • multiview (PyPI)
  • mvlearn (Homepage, PyPI, Paper)
  • Multiview-FDA (Homepage)