Metalearning: a survey of trends and technologies

Metalearning attracted considerable interest in the machine learning community in the last years. Yet, some disagreement remains on what does or what does not constitute a metalearning problem and in which contexts the term is used in. This survey aims at giving an all-encompassing overview of the r...

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Detalles Bibliográficos
Autores principales: Lemke, Christiane, Budka, Marcin, Gabrys, Bogdan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Netherlands 2013
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4459543/
https://www.ncbi.nlm.nih.gov/pubmed/26069389
http://dx.doi.org/10.1007/s10462-013-9406-y
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author Lemke, Christiane
Budka, Marcin
Gabrys, Bogdan
author_facet Lemke, Christiane
Budka, Marcin
Gabrys, Bogdan
author_sort Lemke, Christiane
collection PubMed
description Metalearning attracted considerable interest in the machine learning community in the last years. Yet, some disagreement remains on what does or what does not constitute a metalearning problem and in which contexts the term is used in. This survey aims at giving an all-encompassing overview of the research directions pursued under the umbrella of metalearning, reconciling different definitions given in scientific literature, listing the choices involved when designing a metalearning system and identifying some of the future research challenges in this domain.
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spelling pubmed-44595432015-06-09 Metalearning: a survey of trends and technologies Lemke, Christiane Budka, Marcin Gabrys, Bogdan Artif Intell Rev Article Metalearning attracted considerable interest in the machine learning community in the last years. Yet, some disagreement remains on what does or what does not constitute a metalearning problem and in which contexts the term is used in. This survey aims at giving an all-encompassing overview of the research directions pursued under the umbrella of metalearning, reconciling different definitions given in scientific literature, listing the choices involved when designing a metalearning system and identifying some of the future research challenges in this domain. Springer Netherlands 2013-07-20 2015 /pmc/articles/PMC4459543/ /pubmed/26069389 http://dx.doi.org/10.1007/s10462-013-9406-y Text en © The Author(s) 2013 https://creativecommons.org/licenses/by/2.0/ Open AccessThis article is distributed under the terms of the Creative Commons Attribution License which permits any use, distribution, and reproduction in any medium, provided the original author(s) and the source are credited.
spellingShingle Article
Lemke, Christiane
Budka, Marcin
Gabrys, Bogdan
Metalearning: a survey of trends and technologies
title Metalearning: a survey of trends and technologies
title_full Metalearning: a survey of trends and technologies
title_fullStr Metalearning: a survey of trends and technologies
title_full_unstemmed Metalearning: a survey of trends and technologies
title_short Metalearning: a survey of trends and technologies
title_sort metalearning: a survey of trends and technologies
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4459543/
https://www.ncbi.nlm.nih.gov/pubmed/26069389
http://dx.doi.org/10.1007/s10462-013-9406-y
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