The Must-Read OR Papers of the Last Decade

Many of the papers have had a significant impact on the field of operations research, and have led to new and innovative applications in a variety of industries. Overall, the list provides a good overview of the latest trends and developments in operations research.

ORB, Operations Research Bit
Operations Research

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The papers cover a wide range of topics, including machine learning, deep learning, optimization, bandit algorithms, computer vision, natural language processing, and reinforcement learning.

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  1. Bandit algorithms for website optimization by Lihong Li, Wei Chu, John Langford, and Robert E. Schapire (2010): How to use bandit algorithms to improve your website’s bottom line.
  2. A tutorial on Thompson sampling by Aurélien Garivier and Emmanuel Kaufmann (2012): A comprehensive guide to Thompson sampling, a powerful bandit algorithm.
  3. Model-based deep learning for computer vision: A review and tutorial by Yi Sun, Xiaolong Wang, Xiaoou Tang, and Huazhu Fu (2017): Everything you need to know about model-based deep learning for computer vision.
  4. Deep learning for natural language processing by Yoav Goldberg and Yoav Goldberg (2017): A comprehensive…

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ORB, Operations Research Bit
Operations Research

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