Second Order-Response Surface Model for the Automated Parameter Tuning Problem

• المؤلفون الرئيسيون: GUNAWAN, Aldy, LAU, Hoong Chuin
• التنسيق: text
• اللغة: English
• منشور في: Institutional Knowledge at Singapore Management University 2014
• الموضوعات: Design of Experiment; Parameter Tuning; Response Surface Methodology; Second Order Model; Artificial Intelligence and Robotics; Computer Sciences; Operations Research, Systems Engineering and Industrial Engineering
• الوصول للمادة أونلاين: https://ink.library.smu.edu.sg/sis_research/2672; https://ink.library.smu.edu.sg/context/sis_research/article/3672/viewcontent/C123___Second_Order_Response_Surface_Model_for_the_Automated_Parameter_Tuning_Problem__IEEE2014_.pdf

Several automated parameter tuning procedures/configurators have been proposed in order to find the best parameter setting for a target algorithm. These configurators can generally be classified into model-free and model-based approaches. We introduce a recent approach which is based on the hybridiz...