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A survey on multi-output regression
Citation
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: |
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| 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 |
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
| Type | Code | Acronym | Leader | Title |
|---|---|---|---|---|
| Government of Spain | C080020-09 | Unspecified | Universidad Politécnica de Madrid | Cajal Blue Brain |
| Government of Spain | TIN2013-41592-P | Unspecified | Universidad Politécnica de Madrid | Aprendizaje de redes bayesianas con variables sin y con direccionalidad para descubrimiento de asociaciones, predicción multirespuesta y clustering |
| Madrid Regional Government | S2013/ICE-2845 | CASI – CAM | Universidad Politécnica de Madrid | Conceptos y aplicaciones de los sistemas inteligentes |
More information
| Item ID: | 40804 |
|---|---|
| DC Identifier: | https://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 |
