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BoostingDA

C++ and matlab implementation of boosting algorithms for domain adaptation (transfer learning).

Compile

In matlab, run:

compile

Run demo

demo

References

  • AdaBoost (non-adaptation)

[1] Yoav Freund and Robert E. Schapire. A decision theoretic generalization of on-line learning and an application to boosting. In Proceedings of the Second European Conference on Computational Learning Theory, 1995, pp. 23–37.

  • Tr_AdaBoost

[2] W. Dai, Q. Yang, G. Xue, and Y. Yu. Boosting for transfer learning. In ICML, Oregon, USA, 2007.

  • D_Tr_AdaBoost

[3] S. Al-Stouhi and C. Reddy. Adaptive boosting for transfer learning using dynamic updates. In ECML PKDD, Athens, Greece, 2011.

  • Application

[4] J. Xu, D. Vazquez, S. Ramos, A. M. Lopez, D. Ponsa. Adapting a Pedestrian Detector by Boosting LDA Exemplar Classifiers. CVPR Workshop, 2013.

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Boosting for Domain Adaptation

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