Matrix Factorization Based Benchmark Set Analysis: A Case Study on HyFlex
Matrix Factorization Based Benchmark Set Analysis: A Case Study on HyFlex
复制标题
基于矩阵分解的基准集分析:HyFlex 案例研究
DOI:
10.1007/978-3-319-68759-9_16
复制
发表时间:
2017
期刊:
影响因子:
--
通讯作者:
Mustafa Misir
中科院分区:
文献类型:
--
作者:
Mustafa Misir
The present paper offers an analysis strategy to examine benchmark sets of combinatorial search problems. Experimental analysis has been widely used to compare a set of algorithms on a group of instances from such problem domains. These studies mostly focus on the algorithms’ performance rather than the quality of the target benchmark set. In relation to that, the insights about the algorithms’ varying performance happen to be highly limited. The goal here is to introduce a benchmark set analysis strategy that can tell the quality of a benchmark set while allowing to retrieve some insights regarding the algorithms’ performance. A matrix factorization based strategy is utilized for this purpose. A Hyper-heuristic framework, i.e. HyFlex, involving 6 problem domains is accommodated as the testbed to perform the analysis on.
影响因子:
3.6
作者:
Burke, Edmund K.;Gendreau, Michel;Qu, Rong
通讯作者:
Qu, Rong