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个人简介
Before that, I spent three years as a postdoc at UC Berkeley EECS (Computer Science Division), and was also affiliated with ICSI, where I had the good fortune to work with Trevor Darrell, Stuart Russell, Michael Jordan, and Peter Bartlett. Broadly speaking, I am interested in all aspects of machine learning, with an emphasis on applications to computer vision. Most of my research focuses on making it easier to analyze large-scale data. A major focus is on large-scale optimization for core problems in machine learning such as metric learning, content-based search, clustering, and online learning. I am also interested in large-scale graphical models, Bayesian inference, Bayesian nonparametrics, and deep learning.
I finished my Ph.D. in computer science in November, 2008, supervised by Inderjit Dhillon in the University of Texas at Austin computer science department. I did my undergrad in computer science and mathematics at Cornell University. I have also worked with John Platt and Arun Surendran at Microsoft Research on large-scale optimization, and as an undergraduate, I worked with John Hopcroft on tracking topics in networked data over time. During the Fall 2007 semester, I was a research fellow at the Institute for Pure and Applied Mathematics at U.C.L.A.
I finished my Ph.D. in computer science in November, 2008, supervised by Inderjit Dhillon in the University of Texas at Austin computer science department. I did my undergrad in computer science and mathematics at Cornell University. I have also worked with John Platt and Arun Surendran at Microsoft Research on large-scale optimization, and as an undergraduate, I worked with John Hopcroft on tracking topics in networked data over time. During the Fall 2007 semester, I was a research fellow at the Institute for Pure and Applied Mathematics at U.C.L.A.
研究兴趣
论文共 92 篇作者统计合作学者相似作者
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ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)pp.10826-10830, (2024)
Burak Aksar, Efe Sencan, Benjamin Schwaller, Omar Aaziz, Vitus J. Leung, Jim Brandt,Brian Kulis,Manuel Egele,Ayse K. Coskun
IEEE Transactions on Parallel and Distributed Systemsno. 99 (2024): 1-14
Alice Baird,Rachel Manzelli,Panagiotis Tzirakis, Chris Gagne,Haoqi Li, Sadie Allen,Sander Dieleman,Brian Kulis, Shrikanth S. Narayanan,Alan Cowen
arxiv(2024)
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CoRR (2024)
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PROCEEDINGS OF THE 1ST WORKSHOP ON AI FOR SYSTEMS, AI4SYS 2023pp.1-6, (2023)
SC '23: Proceedings of the International Conference for High Performance Computing, Networking, Storage and Analysispp.26:1-26:14, (2023)
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