基本信息
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个人简介
I'm Sumit Basu, a Principal Researcher in the Medical Devices Group at Microsoft Research, Redmond. My research focus is on developing interactive, machine-learning based power tools to assist users in understanding and extracting answers from complex data - physiological signals, teaching material/textbooks, computer systems, auditory signals like speech or music, scientific data, document collections, or the web. These power tools sometimes work by observing a user as they perform a task, then assisting them in their efforts once it understands what's going on; in other cases (as in teaching) they provide inputs to the user and adaptively refine their strategy based on what works best. The interactive aspect comes from having humans in a tight loop with the learning algorithm: instead of getting a big batch of labeled data, interactive learning tasks involve a delicate dance between the human and the algorithm to achieve sufficient performance with a minimum of operator effort.
These days, I'm particularly interested in how we can use such technologies to detect, analyze, and derive insights from physiological signals with the goal of helping patients monitor and improve their cardiovascular health. This is a deep and complex area, involving problems in signal processing, signal quality estimation, real-time classification, and data mining, as well as fundamental aspects of cardiovascular physiology. If you're a bright graduate student interested in such problems and curious about internship opportunities, drop me a line!
a brief bio
研究兴趣
论文共 269 篇作者统计合作学者相似作者
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IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT (2024): 1-9
Ankur Patel,Sumit Basu
Computational Mechanicspp.1-18, (2024)
2023 4th International Conference on High Voltage Engineering and Power Systems (ICHVEPS)pp.141-145, (2023)
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iScienceno. 6 (2023): 106904
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2023 4th International Conference on High Voltage Engineering and Power Systems (ICHVEPS)pp.132-135, (2023)
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Ankur Patel,Sumit Basu
INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES (2023): 112107-112107
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