Machine Learning & AI
At the forefront of technological innovation, Machine Learning involves crafting algorithms for autonomous learning, while AI simulates human intelligence. Integrating multi-agent systems and game theory enhances decision-making in complex environments, finding applications in finance, cybersecurity, and resource management.
Dynamic Pricing and Mean Field Analysis for Controlling Age of Information
X. Wang and L. Duan, 2022, IEEE/ACM Transactions on Networking, 30(6), 2588 – 2600, https://arxiv.org/pdf/2004.10050.pdf
Efficient Algorithms for Ride-hitching in UAV Travelling
S. Li, M. Li, L. Duan, V. C.S. Lee, 2022, Theoretical Computer Science, 99, 140-156, https://www.sciencedirect.com/science/article/abs/pii/S030439752200408X?casa_token=uxqhYxLLcrwAAAAA:7_dDWyFGmIc_lATb_90CoxliXCKnTLYVX_-Gsl21Nlg-dmZMZC4FdFrhLNEHsmE6CqXr7CkRvj_7
Extremal Probability Bounds in Combinatorial Optimization
D Padmanabhan, SD Ahipasaoglu, A Ramachandra, K Natarajan, 2022, SIAM Journal on Optimization, Volume 32, Issue 4, 2828-2858, https://epubs.siam.org/doi/pdf/10.1137/21M1442504
From Qualitative Data to Correlation Using Deep Generative Networks: Demonstrating the Relation of Nuclear Position with the Arrangement of Actin Filaments
J. Vasudevan, C. Zheng, J. G. Wan, T.-J. Cham, L. C. Teck, and J. G. Fernandez, 2022, PLOS One, 17, https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0271056
Online Algorithms for the Maximum k-interval Coverage Problem
S. Li, M. Li, L. Duan, V. C.S. Lee, 2022, Journal of Combinatorial Optimization (JOCO), 44, 3364–3404, https://arxiv.org/abs/2011.10938
Parallel k-clique Counting on GPUs
M Almasri, IE Hajj, R Nagi, J Xiong, W Hwu, 2022, Proceedings of the 36th ACM International Conference on Supercomputing, 10-14, https://dl.acm.org/doi/pdf/10.1145/3524059.3532382
Protecting Location Privacy by Multi-query: A Dynamic Bayesian Game Theoretic Approach
S. Hong, L. Duan, and J. Huang, 2022, IEEE Transactions on Information Forensics & Security (TIFS), 17, 2569 – 2584, http://people.sutd.edu.sg/~lingjie_duan/wp-content/uploads/2022/07/TIFS_PrivacyGame.pdf
Support Vector Machines as Bayes' Classifiers
P. Jackson, 2022, Operations Research Letters, 50, No. 5, 423-429
To Help or Disturb: Introduction of Crowdsourced WiFi to 5G Networks
S. Hao and L. Duan, 2022, IEEE Transactions on Mobile Computing, 5583 – 5596, https://arxiv.org/abs/2206.08261
A Cost–based Analysis for Risk-averse Explore-then-commit Finite-time Bandits
A Yekkehkhany, E Arian, R Nagi, I Shomorony , 2021, IISE Transactions, Volume 53, Issue 10, 1094-1108, https://www.tandfonline.com/doi/pdf/10.1080/24725854.2021.1882014