Ph.D. Student, Computer Science
University of Massachusetts Boston
I am currently a PhD student at UMass Boston, advised by Prof. Tarikul Islam Papon in the Computing Hardware & Large Data Lab (CHiLL). My research focuses on database systems and storage management. I completed my B.Sc. in Computer Science and Engineering from Bangladesh University of Engineering and Technology (BUET).
Updates
Work
Developing BufBench to give deeper analysis of bufferpool and background interference for different workloads, page replacement policies - having the support of multiple DBMS.
Interference Analyzer Buffer ManagementDesigned and implemented SIEVE-DB alongside multiple baseline algorithms (CLOCK, LRU, CFLRU, LRUWSR, CLOCK2BIT).
PostgreSQL Buffer analysis Page Replacement PolicyDeveloped a novel Edge Graph Convolution Network (EGCN) that integrates node and edge attributes with attention mechanisms for accurate community detection. Evaluated using Overlapping Normalized Mutual Information (ONMI), with applications in bioinformatics and disease-related pathways.
Graph Neural Networks Bioinformatics Community DetectionBackground
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