报告题目:Kernel-based Probability Measures for Data Analysis: A Deterministic or Stochastic Problem?
报告人:Qi Ye(华南师范大学)
时间:2019年10月14日(星期一)10:00—11:00
地点:苏州大学本部精正楼(数学楼)301
摘要:In the talk, we introduce a concept of kernel-based probability measures on Banach spaces to solve a deterministic problem by a stochastic approach such as collocations and interpolations. We combine the theory of numerical analysis, regression analysis, and stochastic analysis to renew the classical kernel-based approximation methods for data analysis and machine learning. The kernel-based probability measures give a numerical tool to construct and analyze the kernel-based estimators based on the generalized data including kernel-based algorithms and error analysis.
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