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Publications are listed in reverse chronological order.
[5] Approximate Message Passing with Rigorous Guarantees for Pooled Data and Quantitative Group Testing
Nelvin Tan, Pablo Pascual Cobo, Jonathan Scarlett, and Ramji Venkataramanan
In Submission, 2024
[arxiv] [code]
[4] Mixed Regression via Approximate Message Passing
Nelvin Tan and Ramji Venkataramanan
Journal of Machine Learning Research (JMLR), 2023
[arxiv] [code]
[3] Fast Splitting Algorithms for Sparsity-Constrained and Noisy Group Testing
Eric Price, Jonathan Scarlett, and Nelvin Tan
Information and Inference: A Journal of the IMA, 2023
[arxiv]
[2] Performance Bounds for Group Testing With Doubly-Regular Designs
Nelvin Tan, Way Tan, and Jonathan Scarlett
IEEE Transactions on Information Theory, 2023
[arxiv]
[1] Near Optimal Sparsity-Constrained Group Testing: Improved Bounds and Algorithms
Oliver Gebhard, Max Hahn-Klimroth, Olaf Parczyk, Manuel Penschuck, Maurice Rolvien, Jonathan Scarlett, and Nelvin Tan
IEEE Transactions on Information Theory, 2022
[arxiv]
[4] Quantitative Group Testing and Pooled Data with Sublinear Number of Tests
Nelvin Tan, Pablo Pascual Cobo, and Ramji Venkataramanan
International Zurich Seminar on Information and Communication (IZS), 2024
[pdf]
[3] Mixed Linear Regression via Approximate Message Passing
Nelvin Tan and Ramji Venkataramanan
International Conference on Artificial Intelligence and Statistics (AISTATS), 2023
[full version] [poster] [code]
[2] An Analysis of the DD Algorithm for Group Testing with Size Constrained Tests
Nelvin Tan and Jonathan Scarlett
International Symposium on Information Theory (ISIT), 2021
[full version] [slides]
[1] Near-Optimal Sparse Adaptive Group Testing
Nelvin Tan and Jonathan Scarlett
International Symposium on Information Theory (ISIT), 2020
[arxiv] [slides]
[2] Fast Splitting Algorithms for Noisy and Sparsity-Constrained Group Testing
Nelvin Tan
Final Year Project (National University of Singapore), 2021
[thesis] [slides]
[1] Sparse Group Testing: Bounds and Algorithms
Nelvin Tan
Undergraduate Research Opportunity Program (National University of Singapore), 2020
[thesis] [slides]