AutoConf: Automated configuration of unsupervised learning systems using metamorphic testing and Bayesian optimization

• Main Authors: SHAR, Lwin Khin, GOKNIL Arda, HUSOM, Erik Johannes, SEN, Sagar Sen, YAN, Naing Tun, KIM, Kisub
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2023
• Subjects: AutoML; Unsupervised learning; Metamorphic Testing; Bayesian Optimization; Information Security; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/8405; https://ink.library.smu.edu.sg/context/sis_research/article/9408/viewcontent/Testing_Unsupervised_Learning___ASE_2023.pdf
• Institution: Singapore Management University

Unsupervised learning systems using clustering have gained significant attention for numerous applications due to their unique ability to discover patterns and structures in large unlabeled datasets. However, their effectiveness highly depends on their configuration, which requires domain-specific e...