杨朋昆
助理教授
研究方向:高维统计理论,机器学习,算法及优化
地址:清华大学伟清楼209-D室
电话:010-62787138
邮箱:yangpengkun@tsinghua.edu.cn
Background
- 伊利诺伊大学香槟分校电子与计算机工程博士
- 普林斯顿大学博士后
- 清华大学统计学研究中心助理教授(2020-)
Monographs:
- Polynomial methods in statistical inference: theory and practice, with Yihong Wu, Foundations and Trends® in Communications and Information Theory, now publisher, 2020.
Selected publications:
- Optimal estimation of Gaussian mixtures via denoised method of moments. with Yihong Wu, Annals of Statistics, Vol. 48, No. 4, pp. 1981-2007, 2020. [code]
- On Learning Over-parameterized Neural Networks: A Functional Approximation Perspective, with Lili Su, NeurIPS 2019.
- Chebyshev polynomials, moment matching, and optimal estimation of the unseen, with Yihong Wu, Annals of Statistics, Vol. 47, No. 2, pp. 857-883, 2019. [code]
- Minimax Rates of Entropy Estimation on Large Alphabets via Best Polynomial Approximation, with Yihong Wu, IEEE Transactions on Information Theory, Vol. 62, Issue, 6, pp. 3702-3720, 2016. [code]
- Optimal entropy estimation on large alphabets via best polynomial approximation, with Yihong Wu, ISIT 2015. Best Student Paper Award
Awards: