Title :
Novel method for evaluation of multi-class area under receiver operating characteristic
Author :
Petr Honzík;Pavel Kučera;Ondřej Hynčica;Václav Jirsík
Author_Institution :
Department of Control and Instrumentation, Faculty of Electrical Engineering and Communication, Brno University of Technology, Czech Republic
Abstract :
Two novel methods for computation of multi-class AUC are introduced. Both methods are of lower computational complexity then the current method. Their real time-requirements are different and experimentally proven. The better method is described in detail to make it possible to implement it in any environment or programming language.
Keywords :
"Computational complexity","Sorting","Optimization methods","Communication system control","Instruments","Computer languages","Area measurement","Classification algorithms","Input variables","Probability"
Conference_Titel :
Soft Computing, Computing with Words and Perceptions in System Analysis, Decision and Control, 2009. ICSCCW 2009. Fifth International Conference on
Print_ISBN :
978-1-4244-3429-9
DOI :
10.1109/ICSCCW.2009.5379453
