Online Seminar on Mathematical Foundations of Data Science（Math4DS）是在线的、每周举办的系列研讨会，其内容涵盖数据科学、机器学习、统计以及优化背后的数学基础。
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Math for DS 第三十八期线上直播预报
中心：Global Convergence of EM?
高朋：Harrison Zhou, Yale University
光阴：北京光阴4月9日23：00
地点：Zoom，大众号背景复兴 Math4DS
中心介绍
In this talk I will first discuss a recent joint work with Yihong Wu: https://arxiv.org/abs/1908.10935. We show that the randomly initialized EM algorithm for parameter estimation in the symmetric two-component Gaussian mixtures converges to the MLE in at most $\sqrt(n)$ iterations with high probability. Then I will mention the limitations of that work and propose an extension to general Gaussian mixtures by overparameterization.
高朋介绍
Harrison Zhou is a Henry Ford II Professor and Chair of the Department of Statistics and Data Science at Yale. His main research interests include asymptotic decision theory, large covariance matrices estimation, graphical models, Bayesian nonparametrics, statistical network analysis, sparse canonical correlation analysis and principal component analysis, and analysis of iterative algorithms. His research has been acknowledged with awards including the National Science foundation Career Award, the Noether Young Scholar Award from the American Statistical Association, the Tweedie Award, the IMS Medallion lecture and IMS Fellow from the Institute of mathematical Statistics.
直播地址
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如何寓目B站录播？
受北美教授的光阴限制，Math4DS每期研讨会光阴大多设置在美东光阴周二的下午三点，即北京光阴周三的凌晨三点。这对于国内的观众非常不友好，但是『运筹OR帷幄』也在B站提供了每期的录播，错过直播的小伙伴和想要回顾的小伙伴可以在前往B站寓目，小编也会在第一光阴上传最新的研讨会视频。
B站官方号：运筹OR帷幄
https://space.bilibili.com/403058474
研讨会主办方简介
组织者：
Ethan X. Fang, Niao He, Junwei Lu, Zhaoran Wang, Zhuoran Yang, Tuo Zhao
赞助方：
参考文献
[1]https://sites.google.com/view/seminarmathdatascience/home