An efficient annealing-assisted differential evolution for multi-parameter adaptive latent factor analysis

• المؤلفون الرئيسيون: LI, Qing, PANG, Guansong, SHANG, Mingsheng
• التنسيق: text
• اللغة: English
• منشور في: Institutional Knowledge at Singapore Management University 2022
• الموضوعات: Big data analysis; Latent factor analysis; Simulated annealing; Differential evolution algorithm; Multi-parameter adaptive; Numerical Analysis and Scientific Computing; Theory and Algorithms
• الوصول للمادة أونلاين: https://ink.library.smu.edu.sg/sis_research/7212; https://ink.library.smu.edu.sg/context/sis_research/article/8215/viewcontent/s40537_022_00638_8_pvoa_cc_by.pdf

A high-dimensional and incomplete (HDI) matrix is a typical representation of big data. However, advanced HDI data analysis models tend to have many extra parameters. Manual tuning of these parameters, generally adopting the empirical knowledge, unavoidably leads to additional overhead. Although var...