Generalization bounds for metric and similarity learning

Author:

Cao Qiong,Guo Zheng-Chu,Ying Yiming

Publisher

Springer Science and Business Media LLC

Subject

Artificial Intelligence,Software

Reference29 articles.

1. Bar-Hillel, A., Hertz, T., Shental, N., & Weinshall, D. (2005). Learning a mahalanobis metric from equivalence constraints. Journal of Machine Learning Research, 6, 937–965.

2. Bartlett, P. L., & Mendelson, S. (2002). Rademacher and Gaussian complexities: Risk bounds and structural results. Journal of Machine Learning Research, 3, 463–482.

3. Bousquet, O., & Elisseeff, A. (2002). Stability and generalization. Journal of Machine Learning Research, 2, 499–526.

4. Chechik, G., Sharma, V., Shalit, U., & Bengio, S. (2010). Large scale online learning of image similarity through ranking. Journal of Machine Learning Research, 11, 1109–1135.

5. Chen, D. R., Wu, Q., Ying, Y., & Zhou, D. X. (2004). Support vector machine soft margin classifiers: Error analysis. Journal of Machine Learning Research, 5, 1143–1175.

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