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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128 result(s)
To Save Mobile Crowdsourcing from Cheap-talk: A Game Theoretic Learning Approach
S. Hao and L. Duan, 2023, IEEE Transactions on Mobile Computing, https://arxiv.org/abs/2306.06791
Understanding Short-distance Travel to School in Singapore: A Data-driven Approach
F. Benita, G. Bansal, G. Piliouras, B. Tunçer, 2023, Travel Behaviour and Society, 31, 349-362, https://doi.org/10.1016/j.tbs.2023.01.007
Voxelized Cut-and-Fill Models for Deadlock-Free Site Excavation Under Accessibility Constraints
R Fouani, R Sengupta, R Nagi, RS Sreenivas, 2023, IEEE 19th International Conference on Automation Science and Engineering (CASE), 1-6, https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=10260648
When Congestion Games Meet Mobile Crowdsourcing: Selective Information Disclosure
H. Li and L. Duan, 2023, The 37th AAAI Conference on Artificial Intelligence, https://arxiv.org/abs/2211.14029
The Random QUBO
K Natarajan, 2022, The Quadratic Unconstrained Binary Optimization Problem: Theory, Algorithms, and Applications, 187-206, https://sutd.primo.exlibrisgroup.com/openurl/65SUTD_INST/65SUTD_INST:65SUTD?sid=google&auinit=K&aulast=Natarajan&atitle=The+Random+QUBO&id=doi:10.1007/978-3-031-04520-2_7
Submodularity and Pairwise Independence
A Ramachandra, K Natarajan, 2022, SSRN Electronic Journal, 1-38, https://arxiv.org/pdf/2209.08563.pdf
The Limit of the Marginal Distribution Model in Consumer Choice
Y Ruan, X Li, K Murthy, K Natarajan, 2022, 1-65
A Representative Consumer Model in Data-driven Multiproduct Pricing Optimization
Z Yan, K Natarajan, CP Teo, C Cheng, 2022, Management Science, Volume 68, Issue 8, Pages 5798-5827, https://pubsonline.informs.org/doi/pdf/10.1287/mnsc.2021.4182
Distributionally Robust Linear and Discrete Optimization with Marginals
L Chen, W Ma, K Natarajan, D Simchi-Levi, Z Yan, 2022, Operations Research, Volume 70, Issue 3, 1822-1834, https://pubsonline.informs.org/doi/pdf/10.1287/opre.2021.2243
A Cooperative Bargaining Framework for Decentralized Portfolio Optimization
F. Benita, S. Nasini, R. Nessah, 2022, Journal of Mathematical Economics, 103, 102789, https://doi.org/10.1016/j.jmateco.2022.102789