基本信息
浏览量:163
职业迁徙
个人简介
Research and technical interests
Machine Learning: I am interested in exploring areas of Machine Learning that require advanced mathematical thinking and algorithmic tools. I am more inclined towards principled techniques rather than ad-hoc ones. The primary areas I have worked in include building computer models for Speech recognition and robot motions. In the last few years, I have devoloped algorithms to learn structure in smooth time-varying signals. I have worked on Linear dynamical system models for trajectory data.
Compressed Sensing: I have developed algorithms that recover sparse signals more efficiently compared to pre-existing greedy techniques. Compressed sensing has vast applications in image compression. An application of my interest is to apply sparse learning for linear dynamical systems and vector autoregressive models to predict the current sample using a compact representation of the previous samples.
Algorithms : Apart from research and publishing, I have also got passion for algorithms and programming. I have interest in Mathematics, Mathematical puzzles and puzzles that require smart programming. I regularly participate in timed programming contests, notable topcoder, codeforces. Apart from timed ones, I also have interest in untimed ones and enjoy solving very hard problems. SPOJ and codechef are some of my favorites.
Machine Learning: I am interested in exploring areas of Machine Learning that require advanced mathematical thinking and algorithmic tools. I am more inclined towards principled techniques rather than ad-hoc ones. The primary areas I have worked in include building computer models for Speech recognition and robot motions. In the last few years, I have devoloped algorithms to learn structure in smooth time-varying signals. I have worked on Linear dynamical system models for trajectory data.
Compressed Sensing: I have developed algorithms that recover sparse signals more efficiently compared to pre-existing greedy techniques. Compressed sensing has vast applications in image compression. An application of my interest is to apply sparse learning for linear dynamical systems and vector autoregressive models to predict the current sample using a compact representation of the previous samples.
Algorithms : Apart from research and publishing, I have also got passion for algorithms and programming. I have interest in Mathematics, Mathematical puzzles and puzzles that require smart programming. I regularly participate in timed programming contests, notable topcoder, codeforces. Apart from timed ones, I also have interest in untimed ones and enjoy solving very hard problems. SPOJ and codechef are some of my favorites.
研究兴趣
论文共 33 篇作者统计合作学者相似作者
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Qiujing Lu,Weiqiao Han,Jeffrey Ling, Minfa Wang, Haoyu Chen,Balakrishnan Varadarajan, Paul Covington
2022 International Conference on Robotics and Automation (ICRA)no. 1 (2022): 646-652
user-5f163cde4c775ed682f575fe(2020)
引用1浏览0引用
1
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user-5f8411ab4c775e9685ff56d3(2018)
引用29浏览0引用
29
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Balakrishnan Varadarajan,George Toderici,Apostol Natsev, Nitin Khandelwal,Sudheendra Vijayanarasimhan,Weilong Yang, Sanketh Shetty
user-5f163cde4c775ed682f575fe(2016)
引用3浏览0引用
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