A survey on multi-output regression

作者:Borchani Hanen*; Varando Gherardo; Bielza Concha; Larranaga Pedro
来源:Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery , 2015, 5(5): 216-233.
DOI:10.1002/widm.1157

摘要

In recent years, a plethora of approaches have been proposed to deal with the increasingly challenging task of multi-output regression. This study 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.

  • 出版日期2015-10