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Jie Chen's homepage.
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2025-12-16 03:31:05
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Jie Chen's Homepage Home Publication Software Jie Chen Senior Research Scientist MIT-IBM Watson AI Lab , IBM Research 314 Main St, Cambridge, MA 02142, USA Email: chenjie -AT- us.ibm.com My research interests root in matrices, fundamental mathematical objects that are not numbers, but tables of numbers and also mappings between two universes. What I study are as deep as the theory and the computation, as wide as numerical analysis, scientific computing, and parallel processing, and as applied as statistics and machine learning. My work is heavily convoluted with data, because numerical and scalable computations play a crucial role there. A line of my efforts focuses on linear-complexity computations of large dense matrices defined by kernels. In practice, they entail the most common structure for matrices that are both large and dense. Linear complexity is the right, if not the only, way to match the theoretical appeals of matrix methods with the Moore's ...
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