Siddhartha Shankar Das
About me:
I am a Ph.D. student in the Department of Computer Science at Purdue University. I received my Master's and Bachelor degree from Department of Computer Science (CSE) at the Bangladesh University of Engineering and Technology (BUET). I started my career as a Lecturer at BUET in 2014. I am currently on my study leave from the position.
Email address: das90@purdue.edu, siddhartha047@gmail.com
Google Scholar: https://scholar.google.com/citations?user=kTAFl2yYe6QC&hl=en
Research Interests
My interests lie broadly in the domain of Machine Learning and Graph Algorithms. I am particularly interested in Graph Neural Network (GNN), Deep Learning, and in their relevant problems. My earlier works were on Evolutionary Computation and Many-Objective Optimization.
Publications
Das, Siddhartha Shankar, Md Monirul Islam, and Naheed Anjum Arafat. "Evolutionary algorithm using adaptive fuzzy dominance and reference point for many-objective optimization." Swarm and evolutionary computation 44 (2019): 1092-1107.
https://doi.org/10.1016/j.swevo.2018.11.003
Rizvi, Asm, Tarik Reza Toha, Siddhartha Shankar Das, Sriram Chellappan, and ABM Alim Al Islam. "Many-objective performance enhancement in computing clusters." In 2017 IEEE 36th International Performance Computing and Communications Conference (IPCCC), pp. 1-2. IEEE, 2017.
https://doi.org/10.1109/PCCC.2017.8280491
sm Rizvi, A., Tarik Reza Toha, Siddhartha Shankar Das, Sriram Chellappan, and ABM Alim Al Islam. "Exploiting a Synergy between Greedy Approach and NSGA for Scheduling in Computing Clusters." In 2018 5th International Conference on Networking, Systems and Security (NSysS), pp. 1-8. IEEE, 2018.
https://doi.org/10.1109/NSysS.2018.8631376
Ongoing Research Projects
Supervised Graph Construction, Regular/Balanced Graph Construction, Graph Neural Network
The Common Vulnerabilities and Exposures (CVE) to The Common Weakness Enumeration (CWE) classification
Past Research Projects
A Many-objective Evolutionary Approach Using Fuzzy Dominance With Bidirectional Bias
Siddhartha Shankar Das, Monirul Islam, Naheed Anjum Arafat
[pdf][code]
Submitted as Undergraduate Thesis
A Grid Based Many-Objective Evolutionary Algorithm using Fuzzy Fitness
Siddhartha Shankar Das, Naheed Anjum Arafat, Monirul Islam
[pdf][code]
Best poster award: 3rd in 2nd undergraduate thesis poster presentation, 2014 (out of 53 submissions)
Implementation of document image Segmentation algorithm for handwritten OCR
Siddhartha Shankar Das
[presentation][code]
Advanced Image Processing Course, 2016
A short survey on Near-Duplicate Video detection and retrievalSiddhartha Shankar Das
[presentation][pdf]
High Dimensional Data management Course, 2016
Analysis of Advertisement fraudulent activities (click fraud, impression fraud etc)
based on our implementation of a large-scale Advertisement service system, that loads millions of ads daily into different news portal of Bangladesh (prothom alo, bdnews, bangla tribune, bikroy )
[code] Siddhartha Shankar Das, Azad Salam
[report]
Details of other projects can be found here
Current and recent collaborators: Mahantesh Halapanavar, Proteek Chandan Roy (Michigan State University), Sriram Cheppallan (University of South Florida)