Distributed adaptive nearest neighbor classifier: algorithm and theory

Author:

Liu Ruiqi,Xu Ganggang,Shang Zuofeng

Publisher

Springer Science and Business Media LLC

Subject

Computational Theory and Mathematics,Statistics, Probability and Uncertainty,Statistics and Probability,Theoretical Computer Science

Reference31 articles.

1. Audibert, J.-Y., Tsybakov, A.B.: Fast learning rates for plug-in classifiers. Ann. Stat. 35(2), 608–633 (2007)

2. Balsubramani, A., Dasgupta, S., Moran, S.: An adaptive nearest neighbor rule for classification. In: Advances in Neural Information Processing Systems, pp. 7579–7588 (2019)

3. Cai, T.T., Wei, H.: Transfer learning for nonparametric classification: minimax rate and adaptive classifier. Ann. Stat. (to appear) (2019)

4. Cérou, F., Guyader, A.: Nearest neighbor classification in infinite dimension. ESAIM Probab. Stat. 10, 340–355 (2006). https://doi.org/10.1051/ps:2006014

5. Chaudhuri, K., Dasgupta, S.: Rates of convergence for nearest neighbor classification. In: Advances in Neural Information Processing Systems, pp. 3437–3445 (2014)

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