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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68 result(s)
Economic Analysis of Unmanned Aerial Vehicle (UAV) Provided Mobile Services
X. Wang and L. Duan , 2021, IEEE Transactions on Mobile Computing, Vol. 20(5), 1804 – 1816, https://people.sutd.edu.sg/~lingjie_duan/wp-content/uploads/2020/02/eco-UAV.pdf
Exploiting partial correlations in distributionally robust optimization
D. Padmanabhan∗, K. Natarajan, K. Murthy, 2021, Mathematical Programming, 186, 209-255, https://link.springer.com/article/10.1007/s10107-019-01453-5#Ack1
Human Mobility Behavior in COVID-19: A Systematic Literature Review and Bibliometric Analysis
F.Benita, 2021, Sustainable Cities and Society, 70, 102916, https://doi.org/10.1016/j.scs.2021.102916
INFORMS Annual Meeting TutORials Speaker
Karthyek Murthy, 2021
Learning Large Electrical Loads via Flexible Contracts with Commitment,
P. Lai, L. Duan, and X. Lin, 2021, IEEE Transactions on Network Science and Engineering, 8(2), 1925 – 1940, https://arxiv.org/pdf/1901.09169.pdf
Machine Learning for Soil Moisture Prediction Using Hyperspectral and Multispectral Data
M. Lobato, W. R. Norris, R. Nagi, A. Soylemezoglu and D. Nottage , 2021, IEEE 24th International Conference on Information Fusion (FUSION), 1-7, https://ieeexplore.ieee.org/abstract/document/9627067/
On the Heavy-tail Behavior of the Distributionally Robust Newsvendor
B. Das, A. Dhara and K. Natarajan69, 2021, Operations Research, 69 (4), 1077-1099, https://arxiv.org/abs/1806.05379
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