dc.contributor.author | Kawaguchi, Kenji | |
dc.contributor.author | Kaelbling, Leslie P | |
dc.contributor.author | Lozano-Perez, Tomas | |
dc.date.accessioned | 2018-02-05T15:15:28Z | |
dc.date.available | 2018-02-05T15:15:28Z | |
dc.date.issued | 2015-12 | |
dc.identifier.uri | http://hdl.handle.net/1721.1/113410 | |
dc.description.abstract | This paper presents a Bayesian optimization method with exponential convergence without the need of auxiliary optimization and without the delta-cover sampling. Most Bayesian optimization methods require auxiliary optimization: an additional non-convex global optimization problem, which can be time-consuming and hard to implement in practice. Also, the existing Bayesian optimization method with exponential convergence requires access to the delta-cover sampling, which was considered to be impractical. Our approach eliminates both requirements and achieves an exponential convergence rate. | en_US |
dc.description.sponsorship | National Science Foundation (U.S.) (Grant 142092) | en_US |
dc.description.sponsorship | United States. Office of Naval Research (Grant N00014-14-1-048) | en_US |
dc.description.sponsorship | United States. Army Research Office (Grant W911NF141043) | en_US |
dc.language.iso | en_US | |
dc.publisher | Neural Information Processing Systems Foundation, | en_US |
dc.relation.isversionof | https://papers.nips.cc/paper/5715-bayesian-optimization-with-exponential-convergence | en_US |
dc.rights | 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. | en_US |
dc.source | Neural Information Processing Systems (NIPS) | en_US |
dc.title | Bayesian optimization with exponential convergence | en_US |
dc.type | Article | en_US |
dc.identifier.citation | Kawaguchi, Kenji, Leslie Pack Kaelbling, and Tomás Lozano-Pérez. "Bayesian Optimization with Exponential Convergence." Advances in Neural Information Processing Systems 28 (NIPS 2015), 7-12 December, 2015, Montreal, Canada, Neural Information Processing Systems Foundation, 2015. © 2015 Neural Information Processing Systems Foundation | en_US |
dc.contributor.department | Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science | en_US |
dc.contributor.mitauthor | Kawaguchi, Kenji | |
dc.contributor.mitauthor | Kaelbling, Leslie P | |
dc.contributor.mitauthor | Lozano-Perez, Tomas | |
dc.relation.journal | Advances in Neural Information Processing Systems 28 (NIPS 2015) | en_US |
dc.eprint.version | Final published version | en_US |
dc.type.uri | http://purl.org/eprint/type/ConferencePaper | en_US |
eprint.status | http://purl.org/eprint/status/NonPeerReviewed | en_US |
dspace.orderedauthors | Kawaguchi, Kenji; Kaelbling, Leslie Pack; Lozano-Pérez, Tomás | en_US |
dspace.embargo.terms | N | en_US |
dc.identifier.orcid | https://orcid.org/0000-0003-1839-7504 | |
dc.identifier.orcid | https://orcid.org/0000-0001-6054-7145 | |
dc.identifier.orcid | https://orcid.org/0000-0002-8657-2450 | |
mit.license | PUBLISHER_POLICY | en_US |