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.
Analysis of optimization algorithms via sum-of-squares
S. S.Y. Tan , V. Y.F. Tan, A Varvitsiotis, 2021, Journal of Optimization Theory and Applications, https://link.springer.com/article/10.1007/s10957-021-01869-0?fbclid=IwAR3ODcpJfH4ByBOTmartQi_Ew_4zLEL4mTsuE8XFjrTukSRi1KHc2nA8pkE
Comparison of Semantic Segmentation Deep Learning Models for Land Use Mapping: Site Characterization for Construction Site Preparation
AM Lobato, M Juston, WR Norris, R Nagi, A Soylemezoglu, D Nottage, 2021, IIE Annual Conference. Proceedings, 1142-1147
Determinantal Point Processes Based on Orthogonal Polynomials for Sampling Minibatches in SGD
R. Bardenet, S. Ghosh, and M. Lin, 2021, Conference on Neural Information Processing Systems (NeurIPS), https://proceedings.neurips.cc/paper/2021/file/8744cf92c88433f8cb04a02e6db69a0d-Paper.pdf
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