Efficient and scalable techniques for pagerank-based graph analytics

• Main Author: Yang, Renchi
• Other Authors: Sourav S Bhowmick
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2020
• Subjects: Engineering::Computer science and engineering::Information systems::Database management
• Online Access: https://hdl.handle.net/10356/145185
• Institution: Nanyang Technological University

Graphs are ubiquitous today and are a fundamental data structure to represent objects and their relations in various domains, e.g., social science, citation analysis, weblink analysis, and biological informatics. PageRank-based techniques such as personalized PageRank, heat kernel PageRank, TrustRan...