Abdullah Al Mamun
Graduate Student
Graduate Administrative/Professional
Joined department: Fall 2017
Education
I am a Ph.D. candidate at the Department of Computer Science, Purdue University. My advisor is Professor Walid G. Aref. Moreover, I had research collaboration with Professor Jianguo Wang. My research interest is in the area of Database Systems + Machine Learning (ML): “ML for Systems” and “Systems for ML”. My current research is in the area of “ML for Systems”, particularly focusing on Learned Multi- and High-dimensional Index Structures.
Selected Publications
Abdullah Al-Mamun, Hao Wu, Qiyang He, Jianguo Wang, and Walid G. Aref. "A survey of learned indexes for the multi-dimensional space." ACM Computing Surveys (CSUR, 2025).
Abdullah Al-Mamun, Jianguo Wang, and Walid G. Aref. "Learned Indexes From the One-dimensional to the Multi-dimensional Spaces: Challenges, Techniques, and Opportunities." In Companion of the 2025 International Conference on Management of Data (SIGMOD), pp. 788-796. 2025.
Abdullah Al-Mamun, Haider, Ch Md Rakin, Jianguo Wang, and Walid G. Aref. "The "AI+ R"-tree: An Instance-optimized R-tree." In 2022 23rd IEEE International Conference on Mobile Data Management (MDM), pp. 9-18. IEEE, 2022.