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.
Optimal Incentive and Load Design for Distributed Coded Machine Learning
N. Ding, Z. Fang, L. Duan, and J. Huang, 2021, IEEE Journal on Selected Areas in Communications (JSAC), 39(7), 2090-2104, https://arxiv.org/abs/2012.08715
Optimization with Marginals and Moments
K Natarajan, 2021, Dynamic Ideas LLC
Pricing-driven Service Caching and Task Offloading in Mobile Edge Computing
J. Yan, S. Bi, L. Duan, and Y.-J. A. Zhang, 2021, IEEE Transactions on Wireless Communications, Vol. 20(7), 4495 – 4512, https://arxiv.org/pdf/2011.02154.pdf
Statistical Analysis of Wasserstein Distributionally Robust Estimators
J. Blanchet, K. Murthy, V. A. Nguye, 2021, INFORMS Tutorials in Operations Research J. Blanchet, K. Murthy, V. A. Nguye227 – 254 [Publication Link], 227 – 254, https://pubsonline.informs.org/doi/10.1287/educ.2021.0233
Towards Reliable UAV Swarm Communication in D2D-enhanced Cellular Network
Y. Han, L. Liu, L. Duan, and R. Zhang, 2021, IEEE Transactions on Wireless Communications, Vol. 20(3), 1567 – 1581, https://arxiv.org/abs/2002.04897
Tree Bounds for Sums of Bernoulli Random Variables: A Linear Optimization Approach
D Padmanabhan, K Natarajan, 2021, Informs Journal on Optimization, Volume 3, Issue 1, 23-45, https://pubsonline.informs.org/doi/pdf/10.1287/ijoo.2019.0038
Two-facility Location Games with Minimum Distance Requirement
X. Xu, B. Li, M. Li, and L. Duan, 2021, Journal of Artificial Intelligence Research (JAIR), Vol 70, https://people.sutd.edu.sg/~lingjie_duan/wp-content/uploads/2019/02/aamas2019.pdf
UAV-aided Information and Energy Transmissions for Cognitive and Sustainable 5G Networks
. Che, Y. Lai, S. Luo, K. Wu, and L. Duan, 2021, IEEE Transactions on Wireless Communications, Vol. 10(1), 514 – 526
Worst-case Expected Shortfall with Univariate and Bivariate Marginals
A. Dhara, B. Das and K. Natarajan, 2021, Informs Journal on Computing, 33(1), 370-389, https://arxiv.org/abs/1701.04167
xER: An Explainable Model for Entity Resolution using an Efficient Solution for the Clique Partitioning Problem
S Vadrevu, R Nagi, JJ Xiong, W Hwu, 2021, Proceedings of the First Workshop on Trustworthy Natural Language Processing, 34-44, https://aclanthology.org/2021.trustnlp-1.5.pdf