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traditional domain adaptation methods (e.g., GFK, TCA, SA)

MATLAB 7.46% HTML 17.39% Makefile 0.80% C 16.19% Python 9.82% C++ 20.62% Mercury 0.30% M 0.02% Java 16.86% M4 10.54%

domain_adaptation-1's Introduction

This repository contains the source code of the following traditional domain adaptation methods: DASVM, DIP, GFK, KMM, SA, SGF, STM, TCA, and RDALR. Their corresponding paper titles are as follows,

  1. DASVM: Domain adaptation problems: A DASVM classification technique and a circular validation strategy

  2. DIP: Unsupervised domain adaptation by domain invariant projection

  3. GFK: Geodesic flow kernel for unsupervised domain adaptation

  4. KMM: Correcting sample selection bias by unlabeled data

  5. SA: Unsupervised visual domain adaptation using subspace alignment

  6. SGF: Domain adaptation for object recognition: An unsupervised approach

  7. STM: Selective transfer machine for personalized facial action unit detection

  8. TCA: Domain adaptation via transfer component analysis

  9. RDALR: Robust visual domain adaptation with low-rank reconstruction

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