https://marcusyf.github.ioMyBlogA minimal, portfolio, sidebar, bootstrap Jekyll theme with responsive web design and focuses on text presentation. 2020-09-01T00:20:08+08:00 Fan Yao https://marcusyf.github.io Jekyll © 2020 Fan Yao /assets/img/favicons/favicon.ico /assets/img/favicons/favicon-96x96.png Game-Theoretic Perspective in Recommender System2020-08-30T11:33:00+08:00 2020-09-01T00:20:08+08:00 https://marcusyf.github.io/posts/game-in-RS/ Fan Yao Game-Theoretic Perspective in Recommender System Adversarial Machine Learning in Recommender Systems: State of the art and Challenges I did some review in this field and there is a nice review (R... Online Optimization Methods2020-08-30T11:33:00+08:00 2020-09-01T00:20:08+08:00 https://marcusyf.github.io/posts/online-learning-methods/ Fan Yao We study some no-regret learning dynamics and their convergence result in games. Most results come from Panayotis Mertikopoulos’ book ONLINE OPTIMIZATION AND LEARNING IN GAMES: THEORY AND APPLICATI... Dual Averaging and Elimination of Dominated Strategies2020-08-30T11:33:00+08:00 2020-09-01T00:20:08+08:00 https://marcusyf.github.io/posts/CDA-eliminate-ds/ Fan Yao We study some no-regret learning dynamics and their convergence result in games. Most results come from Panayotis Mertikopoulos’ book ONLINE OPTIMIZATION AND LEARNING IN GAMES: THEORY AND APPLICATI... Sample Complexity for Infinite Hypothesis Spaces2020-08-21T11:33:00+08:00 2020-09-01T00:20:08+08:00 https://marcusyf.github.io/posts/sample-complexity/ Fan Yao We study the sample complexity result for infinite hypothesis class in the lecture note of theoretical machine learning from Rob Schapire. Result for Finite Hypothesis Class For a finite hypothesi... Explanable AI2020-07-29T11:33:00+08:00 2020-09-01T00:20:08+08:00 https://marcusyf.github.io/posts/XAI/ Fan Yao Explainable AI Recent years have witnessed a surging interest in AI and its applications in various fields have generated fruitful outcomes: computer vision for face recognition and self-driving c...