Date of Award

5-2021

Document Type

Campus Access Dissertation

Degree Name

Doctor of Philosophy (PhD)

Department

Business Administration

First Advisor

Foad Mahdavi Pajouh

Second Advisor

Josephine Namayanja

Third Advisor

Marc Pomplun

Abstract

Network analytics involves analysis of networked data, and is a common topic in data science. A clique in a network is a cluster of pairwise adjacent vertices. This concept is frequently used in network analytics since it naturally represents a highly cohesive cluster. This dissertation studies three approaches to apply cliques in network analytics, which can be utilized in transportation networks, economic networks, tourism management, power grids, and social media analysis. In the first chapter, the clique is applied to identify a group of influential vertices in a network. The second chapter proposes a method to identify potential crucial edges using cliques. The last one implements the methods proposed in the second chapter to create a friend recommendation system in Microblog.

Comments

Free and open access to this Campus Access Dissertation is made available to the UMass Boston community by ScholarWorks at UMass Boston. Those not on campus and those without a UMass Boston campus username and password may gain access to this dissertation through resources like Proquest Dissertations & Theses Global or through Interlibrary Loan. If you have a UMass Boston campus username and password and would like to download this work from off-campus, click on the "Off-Campus UMass Boston Users" link above.

Share

COinS