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.
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71 result(s)
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
Optimal Pricing for Peer-to-peer Sharing with Network Externalities
Y. Li, C. Courcoubetis, L. Duan, and R. Weber, 2020, IEEE/ACM Transactions on Networking (TON), 29(1), 148 – 161, https://arxiv.org/abs/1805.09616