LibTLDA: transfer learning and domain-adaptive classifiers

Warning: development is ongoing. All usage is at your own risk.

Matlab

Version: 9.2.0.556344 (R2017a)
Dependencies:

• MinFunc (https://www.cs.ubc.ca/~schmidtm/Software/minFunc.html)

Installation:
install.m

Usage:
example.m contains an example usage script.

Contains:

• iw: Importance Weighting
  
  • Kernel density estimation
    
  • Ratio of Gaussians (Shimodaira, 2000)
    
  • Logistic discrimination (Bicket et al., 2009)
    
  • Kernel Mean Matching (Huang et al., 2006)
    
  • Nearest-neighbour Weighting (Loog, 2015)
    
• scl: Structural Correspondence Learning (Blitzer et al., 2006)
  
• gfk: Geodesic Flow Kernel (Gong et al., 2012)
  
• tca: Transfer Component Analysis (Pan et al, 2009)
  
• suba: Subspace Alignment (Fernando et al., 2013)
  
• rba: Robust Bias-Aware (Liu & Ziebart, 2014)
  
• flda: Feature-Level Domain Adaptation (Kouw et al., 2016)
  

Contact:

If you have any questions or discover bugs, contact me at wmkouw at gmail dot nl.