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PhD Seminar Presentation by Ms. Kalyani Selvarajah:"Recommending and Predicting Teams of Experts in Dynamic Social Network"

Thursday, March 12, 2020 - 11:30 to 12:30

SCHOOL OF COMPUTER SCIENCE

The School of Computer Science at the University of Windsor is pleased to present...

PhD. Seminar by: Ms. Kalyani Selvarajah

 
Date: Thursday March 12, 2020
 
Time: 11:30 am to 12:30 pm
 
Location: Essex Hall Room 105
 

Abstract

:A competent team is critical for the success of any task that requires teamwork.  Discovering teams of experts for a set of tasks is an NP-Hard problem. It is an emerging topic in social network analysis and requires a unified framework for recommending teams of experts. In this work, we analyze various cost functions that measure the performance of the teams. To support our study, we discuss the importance of the dynamic nature of the network and propose dynamic evaluation functions by incorporating the time interval. We tackle this problem by employing Multi-objective Cultural Algorithms.
Addition to this, identifying suitable individuals for future interaction of teams in a dynamic network is another significant problem. In this study, we examine the evolving pattern of vertices of a given network G over time. We introduce a time-varying score function to evaluate the activeness of vertices that uses the number of new interactions and the number of frequent interactions with existing connections. To support our study, we consider two additional objective functions in our model: a weighted shortest distance between any two nodes and a weighted common neighbor index. We used Multi-Layer Perceptron (MLP), a deep learning architecture as a classifier to predict the link formation with an expert in the future and define our model as a binary classification problem. 
 
Keywords: Social Network Analysis, Team formation, Link Prediction, Cultural Algorithms, Deep Learning
 

Thesis Committee:

 
Internal Reader: Dr. Saeed Samet
 
Internal Reader: Dr. Sherif Saad Ahmed
 
External Reader: Dr. Kathryn Pfaff
 
Advisor (s): Dr. Ziad Kobti and Dr. Mehdi Kargar
 

PhD Seminar Announcement        

 

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