Mining high-dimensional and graph data using spectral analysis

• Main Author: Li, Wenyuan
• Other Authors: Ng Wee Keong
• Format: Theses and Dissertations
• Published: 2008
• Subjects: DRNTU::Engineering::Computer science and engineering::Information systems::Information storage and retrieval
• Online Access: https://hdl.handle.net/10356/2360
• Institution: Nanyang Technological University

Although the field of data mining has seen major advancements in the past fifteen years, algorithms for handling complex data (with high dimensionality or complex graph structures) are only becoming the mainstream in recent years. To address the difficulties of mining complex data, we argue that a r...