High dimensional clustering for mixture models

• Main Author: Liu, Yiming
• Other Authors: Pan Guangming
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2020
• Subjects: Science::Mathematics
• Online Access: https://hdl.handle.net/10356/142941
• Institution: Nanyang Technological University

Clustering is an essential subject in unsupervised learning. It is a common technique used in many fields, including machine learning, statistics, bioinformatics, and computer graphics. Classifying samples into homogeneous groups is based on different criterions. In this thesis, we focus on the clu...