Does data interpolation contradict statistical optimality?
© 2019 by the author(s). We show that classical learning methods interpolating the training data can achieve optimal rates for the problems of nonparametric regression and prediction with square loss.
| Main Author: | |
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| Other Authors: | |
| Format: | Article |
| Language: | English |
| Published: |
2021
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| Online Access: | https://hdl.handle.net/1721.1/138307.2 |
| _version_ | 1811092640005881856 |
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| author | Rakhlin, Alexander |
| author2 | Massachusetts Institute of Technology. Department of Brain and Cognitive Sciences. |
| author_facet | Massachusetts Institute of Technology. Department of Brain and Cognitive Sciences. Rakhlin, Alexander |
| author_sort | Rakhlin, Alexander |
| collection | MIT |
| description | © 2019 by the author(s). We show that classical learning methods interpolating the training data can achieve optimal rates for the problems of nonparametric regression and prediction with square loss. |
| first_indexed | 2024-09-23T15:21:17Z |
| format | Article |
| id | mit-1721.1/138307.2 |
| institution | Massachusetts Institute of Technology |
| language | English |
| last_indexed | 2024-09-23T15:21:17Z |
| publishDate | 2021 |
| record_format | dspace |
| spelling | mit-1721.1/138307.22021-12-06T13:42:50Z Does data interpolation contradict statistical optimality? Rakhlin, Alexander Massachusetts Institute of Technology. Department of Brain and Cognitive Sciences. © 2019 by the author(s). We show that classical learning methods interpolating the training data can achieve optimal rates for the problems of nonparametric regression and prediction with square loss. 2021-12-06T13:42:49Z 2021-12-03T15:23:42Z 2021-12-06T13:42:49Z 2019-04-01 2021-12-03T15:12:02Z Article http://purl.org/eprint/type/ConferencePaper 2640-3498 https://hdl.handle.net/1721.1/138307.2 Belkin, M, Rakhlin, A and Tsybakov, AB. 2020. "Does data interpolation contradict statistical optimality?." AISTATS 2019 - 22nd International Conference on Artificial Intelligence and Statistics, 89. en https://proceedings.mlr.press/v89/belkin19a.html AISTATS 2019 - 22nd International Conference on Artificial Intelligence and Statistics Article is made available in accordance with the publisher's policy and may be subject to US copyright law. Please refer to the publisher's site for terms of use. application/octet-stream Proceedings of Machine Learning Research |
| spellingShingle | Rakhlin, Alexander Does data interpolation contradict statistical optimality? |
| title | Does data interpolation contradict statistical optimality? |
| title_full | Does data interpolation contradict statistical optimality? |
| title_fullStr | Does data interpolation contradict statistical optimality? |
| title_full_unstemmed | Does data interpolation contradict statistical optimality? |
| title_short | Does data interpolation contradict statistical optimality? |
| title_sort | does data interpolation contradict statistical optimality |
| url | https://hdl.handle.net/1721.1/138307.2 |
| work_keys_str_mv | AT rakhlinalexander doesdatainterpolationcontradictstatisticaloptimality |