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H
Houman Owhadi
california institute of technology
30
H指数
298
论文数
4.8K
被引数
0
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40
发表时间
发表时间
IF
被引数
Discovering algorithms with computational language processing
利用计算语言处理发现算法
Science Advances
IF
12.5
2026-09-09
0
OA
AI
Théo Bourdais; Abeynaya Gnanasekaran; Houman Owhadi; Tuhin Sahai
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Kernel Methods for the Construction of Certified Lyapunov Functions via Approximate Koopman Eigenfunctions
基于近似Koopman特征函数构建可验证李雅普诺夫函数的核方法
Journal of Computational Physics
IF
3.8
2026-09-04
0
PRE
AI
P. Giesl; S. Hafstein; B. Hamzi; J. Lee; H. Owhadi; G. Santin; U. Vaidya
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Operator learning at machine precision
机器精度下的算子学习
Journal of Computational Physics
IF
3.8
2026-07-27
0
PRE
AI
Aras Bacho; Aleksei G. Sorokin; Xianjin Yang; Théo Bourdais; Edoardo Calvello; Matthieu Darcy; Alexander W. Hsu; Bamdad Hosseini; Houman Owhadi
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Benchmarking Gaussian processes for prediction and data assimilation of Alzheimer's disease progression
评估高斯过程在阿尔茨海默病进展预测和数据同化中的应用基准
Journal of Alzheimer’s Disease
IF
0
2025-12-12
0
PRE
AI
Pau Batlle; Matthieu Darcy; Matthew Levine; Boumediene Hamzi; Houman Owhadi; Mehrad Bastani; Yi Zhang; Khaled Sarsour; Francisco Talamas
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A Note on Kernel Methods for the Construction of Lyapunov Functions using Koopman Eigenfunctions
基于Koopman特征函数构建李雅普诺夫函数的核方法的注记
IFAC PAPERSONLINE
IF
0
2025-11-01
0
PRE
AI
Lee, Jonghyeon; Hamzi, Boumediene; Owhadi, Houman; Vaidya, Umesh
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Gaussian Processes simplify differential equations
高斯过程简化微分方程
Physica D: Nonlinear Phenomena
IF
0
2025-10-27
0
PRE
AI
Jonghyeon Lee; Boumediene Hamzi; Yannis Kevrekidis; Houman Owhadi
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Bridging Algorithmic Information Theory and Machine Learning: Clustering, density estimation, Kolmogorov complexity-based kernels, and kernel learning in unsupervised learning
算法信息论与机器学习的融合:聚类、密度估计、基于Kolmogorov复杂度的核方法,以及无监督学习中的核学习
PHYSICA D-NONLINEAR PHENOMENA
IF
2.9
2025-06-01
0
PRE
AI
Hamzi, Boumediene; Hutter, Marcus; Owhadi, Houman
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Kernel methods for the approximation of the eigenfunctions of the Koopman operator
核方法用于Koopman算子特征函数的近似
PHYSICA D-NONLINEAR PHENOMENA
IF
2.9
2025-06-01
0
PRE
AI
Lee, Jonghyeon; Hamzi, Boumediene; Hou, Boya; Owhadi, Houman; Santin, Gabriele; Vaidya, Umesh
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Learning dynamical systems from data: A simple cross-validation perspective, part II: Nonparametric kernel flows
从数据中学习动力系统:一个简单的交叉验证视角,第二部分:非参数核流
PHYSICA D-NONLINEAR PHENOMENA
IF
2.9
2025-06-01
0
PRE
AI
Darcy, Matthieu; Hamzi, Boumediene; Susiluoto, Jouni; Braverman, Amy; Owhadi, Houman
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Forward model emulator for atmospheric radiative transfer using Gaussian processes and cross validation
ATMOSPHERIC MEASUREMENT TECHNIQUES
IF
3.3
2025-02-06
0
OA
AI
Lamminpaa, Otto; Susiluoto, Jouni; Hobbs, Jonathan; Mcduffie, James; Braverman, Amy; Owhadi, Houman
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Operator learning with Gaussian processes
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
IF
7.3
2025-02-01
0
OA
AI
Mora, Carlos; Yousefpour, Amin; Hosseinmardi, Shirin; Owhadi, Houman; Bostanabad, Ramin
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Error analysis of kernel/GP methods for nonlinear and parametric PDEs
JOURNAL OF COMPUTATIONAL PHYSICS
IF
3.8
2025-01-01
1
OA
AI
Batlle, Pau; Chen, Yifan; Hosseini, Bamdad; Owhadi, Houman; Stuart, Andrew M.
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Kolmogorov n-widths for multitask physics-informed machine learning (PIML) methods: Towards robust metrics
多任务物理通知机器学习 (PIML) 方法的Kolmogorov n宽度: 迈向稳健的指标
NEURAL NETWORKS
IF
6.3
2024-12-01
0
PRE
AI
Penwarden, Michael; Owhadi, Houman; Kirby, Robert M.
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Codiscovering graphical structure and functional relationships within data: A Gaussian Process framework for connecting the dots
共发现数据中的图结构和功能关系:一种连接数据点的Gaussian Process框架
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
IF
9.1
2024-08-01
3
OA
AI
Bourdais, Theo; Batlle, Pau; Yang, Xianjin; Baptista, Ricardo; Rouquette, Nicolas; Owhadi, Houman
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Kernel methods are competitive for operator learning
JOURNAL OF COMPUTATIONAL PHYSICS
IF
3.8
2024-01-01
10
OA
AI
Batlle, Pau; Darcy, Matthieu; Hosseini, Bamdad; Owhadi, Houman
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Uncertainty quantification of the 4th kind; optimal posterior accuracy-uncertainty tradeoff with the minimum enclosing ball
JOURNAL OF COMPUTATIONAL PHYSICS
IF
3.8
2022-12-01
2
OA
AI
Bajgiran, Hamed Hamze; Batlle, Pau; Owhadi, Houman; Samir, Mostafa; Scovel, Clint; Shirdel, Mahdy; Stanley, Michael; Tavallali, Peyman
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Learning best kernels from data in Gaussian process regression. With application to aerodynamics
从高斯过程回归中的数据中学习最佳内核。应用于空气动力学
JOURNAL OF COMPUTATIONAL PHYSICS
IF
3.8
2022-12-01
19
OA
AI
Akian, J-L; Bonnet, L.; Owhadi, H.; Savin, E.
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Solving and learning nonlinear PDEs with Gaussian processes
JOURNAL OF COMPUTATIONAL PHYSICS
IF
3.8
2021-12-01
70
OA
AI
Chen, Yifan; Hosseini, Bamdad; Owhadi, Houman; Stuart, Andrew M.
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SPARSE CHOLESKY FACTORIZATION BY KULLBACK-LEIBLER MINIMIZATION
SIAM JOURNAL ON SCIENTIFIC COMPUTING
IF
2.6
2021-06-03
53
OA
AI
Schaefer, Florian; Katzfuss, Matthias; Owhadi, Houman
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Material-adapted Refinable Basis Functions for Elasticity Simulation
ACM TRANSACTIONS ON GRAPHICS
IF
9.5
2019-11-08
10
PRE
AI
Chen, Jiong; Budninskiy, Max; Owhadi, Houman; Bao, Hujun; Huang, Jin; Desbrun, Mathieu
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研究方向
暂无研究方向
合作学者
合作期刊
J
Jerrold E. Marsden
H 指数: 114 · 论文数: 802
M
M. Ortíz
H 指数: 89 · 论文数: 596
P
Petros Koumoutsakos
H 指数: 76 · 论文数: 541
姚
姚军
(Jun Yao)
H 指数: 72 · 论文数: 1.3K
李阳
(Yang Li)
H 指数: 68 · 论文数: 1.4K
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