Multiresolution persistent homology for excessively large biomolecular datasets

• Main Authors: Xia, Kelin, Zhao, Zhixiong, Wei, Guo-Wei
• Other Authors: School of Physical and Mathematical Sciences
• Format: Article
• Language: English
• Published: 2016
• Subjects: Proteins; Multiscale methods
• Online Access: https://hdl.handle.net/10356/82117; http://hdl.handle.net/10220/41115
• Institution: Nanyang Technological University

Although persistent homology has emerged as a promising tool for the topological simplification of complex data, it is computationally intractable for large datasets. We introduce multiresolution persistent homology to handle excessively large datasets. We match the resolution with the scale of inte...