C++ and matlab implementation of boosting algorithms for domain adaptation (transfer learning).
In matlab, run:
compiledemo- 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.