Stochastic Differential Equations, Heat Kernel Analysis, and Random Matrix Theory
Stochastic Differential Equations, Heat Kernel Analysis, and Random Matrix Theory
批准号:
1800733
负责人:
Todd Kemp
金额:
$21.0万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2018
资助国家:
美国
项目状态:
已结题
起止时间:
2018-07-01 至 2023-06-30
中文摘要
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英文摘要
Random processes dominate our world: from the fluctuations of stock prices, to the large-scale behavior of queueing systems in computer or biological networks, to the core behavior of quantum systems. Most science and engineering problems in part boil down to separating random noise from structure, or sometimes utilizing random noise to amplify structure. One of the great triumphs of 20th Century science was the development of many robust tools for understanding and analyzing random noise in many kinds of systems. One such set of tools is stochastic analysis, which presents a rigorous mathematical treatment of ideas that first appeared in physics, adding random noise to the equations of state that describe our world. These so-called stochastic differential equations have playing a fundamental role in advancing our knowledge in many area: economics, systems engineering, biological dynamics, and within mathematics, with applications to fields like differential geometry and quantum information theory.This project addresses questions relating stochastic differential equations, heat kernel analysis, and random matrix theory. The central theme is understanding how differential equations with some randomness affect the evolution of eigenvalues of random matrices. These ideas connect with geometry, since the flow of heat on Lie groups (groups of continuous symmetries of geometric objects) can be characterized by such matrix stochastic differential equations. Herein, ten research projects are proposed which yield connections between these topics and applications to others. Generally, these problems can be described as studying the large-dimension asymptotic behavior of geometrically-motivated matrix-valued stochastic differential equations. Of particular note are questions related to the fine (edge) structure of Brownian motion on high dimensional Lie groups from the classical compact families. The intended research, upon completion, will settle several interesting open questions and present a major contribution both to the theory of stochastic differential equations and random matrix theory.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
期刊论文(4)
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科研奖励(0)
会议论文
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DOI:
10.1016/j.aim.2019.106771
发表时间:
2018-09
期刊:
Advances in Mathematics
影响因子:
1.7
作者:
[B. Hall;Todd Kemp]
通讯作者:
B. Hall;Todd Kemp
Random matrices with log-range correlations, and log-Sobolev inequalities
具有对数范围相关性和对数 Sobolev 不等式的随机矩阵
DOI:
10.5802/ambp.396
发表时间:
2020
期刊:
Annales Mathématiques Blaise Pascal
影响因子:
--
作者:
[Kemp, Todd, Zimmermann, David]
通讯作者:
Zimmermann, David
Fluctuations of Brownian motions on GLN
GLN 上布朗运动的涨落
DOI:
10.1214/21-aihp1165
发表时间:
2022
期刊:
Probabilités et Statistiques
影响因子:
--
作者:
[Cébron, Guillaume, Kemp, Todd]
通讯作者:
Kemp, Todd
The complex-time Segal-Bargmann transform
复杂时间 Segal-Bargmann 变换
DOI:
10.1016/j.jfa.2019.108303
发表时间:
2020
期刊:
Journal of functional analysis
影响因子:
1.7
作者:
[Driver, Bruce K., Hall, Brian C., Kemp, Todd]
通讯作者:
Kemp, Todd
Conference: Southern California Probability Symposium
-
批准号:2318731
-
项目类别:Standard Grant
-
资助金额:$2.82万
-
财政年份:2023
-
负责人:Todd Kemp
-
依托单位:
Brown’s Spectral Measure: New Computational Methods from Stochastics, Partial Differential Equations, and Operator Theory
-
批准号:2055340
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项目类别:Continuing Grant
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资助金额:$32.42万
-
财政年份:2021
-
负责人:Todd Kemp
-
依托单位:
CAREER: Free Probability and Connections to Random Matrices, Stochastic Analysis, and PDEs
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批准号:1254807
-
项目类别:Continuing Grant
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资助金额:$55.0万
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财政年份:2013
-
负责人:Todd Kemp
-
依托单位:
RANDOM MATRICES IN FUNCTIONAL ANALYSIS
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批准号:1001894
-
项目类别:Standard Grant
-
资助金额:$12.35万
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财政年份:2010
-
负责人:Todd Kemp
-
依托单位:
Functional Inequalities in Global Analysis and Non-Communitative Geometry
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批准号:0701162
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项目类别:Standard Grant
-
资助金额:$0.0万
-
财政年份:2007
-
负责人:Todd Kemp
-
依托单位:
海外基金