A survey on multi-output regression

Borchani, Hanen and Varando, Gherardo and Bielza Lozoya, María Concepción and Larrañaga Múgica, Pedro María (2015). A survey on multi-output regression. "Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery", v. 5 (n. 5); pp. 216-233. ISSN 1942-4787. https://doi.org/10.1002/widm.1157.

Description

Title: A survey on multi-output regression
Author/s:
  • Borchani, Hanen
  • Varando, Gherardo
  • Bielza Lozoya, María Concepción
  • Larrañaga Múgica, Pedro María
Item Type: Article
Título de Revista/Publicación: Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery
Date: 2015
ISSN: 1942-4787
Volume: 5
Subjects:
Freetext Keywords: Multi-output regression; Problem transformation methods; Algorithm adaptation methods; Multi-target regression; Performance evaluation measures
Faculty: E.T.S. de Ingenieros Informáticos (UPM)
Department: Inteligencia Artificial
Creative Commons Licenses: Recognition - No derivative works - Non commercial

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Abstract

In recent years, a plethora of approaches have been proposed to deal with the increasingly challenging task of multi-output regression. This paper provides a survey on state-of-the-art multi-output regression methods, that are categorized as problem transformation and algorithm adaptation methods. In addition, we present the mostly used performance evaluation measures, publicly available data sets for multi-output regression real-world problems, as well as open-source software frameworks.

Funding Projects

TypeCodeAcronymLeaderTitle
Government of SpainC080020-09UnspecifiedUniversidad Politécnica de MadridCajal Blue Brain
Government of SpainTIN2013-41592-PUnspecifiedUniversidad Politécnica de MadridAprendizaje de redes bayesianas con variables sin y con direccionalidad para descubrimiento de asociaciones, predicción multirespuesta y clustering
Madrid Regional GovernmentS2013/ICE-2845CASI – CAMUniversidad Politécnica de MadridConceptos y aplicaciones de los sistemas inteligentes

More information

Item ID: 40804
DC Identifier: http://oa.upm.es/40804/
OAI Identifier: oai:oa.upm.es:40804
DOI: 10.1002/widm.1157
Official URL: https://onlinelibrary.wiley.com/doi/abs/10.1002/widm.1157
Deposited by: Memoria Investigacion
Deposited on: 31 Oct 2016 11:05
Last Modified: 05 Jun 2019 15:37
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