Zobrazeno 1 - 10
of 722
pro vyhledávání: '"Yang, Xianjin"'
Autor:
Yang, Xianjin
Mean-field games (MFGs) study the behavior of rational and indistinguishable agents in a large population. Agents seek to minimize their cost based upon statis- tical information on the population’s distribution. In this dissertation, we study the
Externí odkaz:
http://hdl.handle.net/10754/664089
This paper presents a Gaussian Process (GP) framework, a non-parametric technique widely acknowledged for regression and classification tasks, to address inverse problems in mean field games (MFGs). By leveraging GPs, we aim to recover agents' strate
Externí odkaz:
http://arxiv.org/abs/2312.06625
In this paper, we provide a generalization of the forward-backward splitting algorithm for minimizing the sum of a proper convex lower semicontinuous function and a differentiable convex function whose gradient satisfies a locally Lipschitztype condi
Externí odkaz:
http://arxiv.org/abs/2306.16047
Autor:
Yang, Xianjin, Owhadi, Houman
Gaussian processes (GPs) based methods for solving partial differential equations (PDEs) demonstrate great promise by bridging the gap between the theoretical rigor of traditional numerical algorithms and the flexible design of machine learning solve
Externí odkaz:
http://arxiv.org/abs/2306.00307
Autor:
Meng, Rui, Yang, Xianjin
This article proposes an efficient numerical method for solving nonlinear partial differential equations (PDEs) based on sparse Gaussian processes (SGPs). Gaussian processes (GPs) have been extensively studied for solving PDEs by formulating the prob
Externí odkaz:
http://arxiv.org/abs/2205.03760
In this article, we propose two numerical methods, the Gaussian Process (GP) method and the Fourier Features (FF) algorithm, to solve mean field games (MFGs). The GP algorithm approximates the solution of a MFG with maximum a posteriori probability e
Externí odkaz:
http://arxiv.org/abs/2112.05414
Publikováno v:
In Journal of Computational Physics 1 July 2024 508
Autor:
Hanna, Alexander C., Whiting, Jonathan, Huang, Brian, Appriou, Delphine, Yang, Xianjin, Camargo, Julia de Toledo, Baek, Seunghwan, Bacon, Diana, Yonkofski, Catherine
Publikováno v:
In International Journal of Greenhouse Gas Control June 2024 135
Autor:
Feng, Xiangyi, Zhang, Rui, Ren, Guiying, Yang, Xianjin, Cui, Xiaoshan, Liu, Wenwen, Wang, Dong, Hou, Yongzhao, Wen, Guangwu, Zhang, Lijuan, Zhang, Haijun
Publikováno v:
In Ceramics International 15 May 2024 50(10):17646-17656
Autor:
Andrews, Joseph N., Backes, Brian D., Balay, Scott, Barry, James F., Birken, Ralf A., Brown, Marshall P., Davenport, Michael S., Debroux, Patrick S., Dwinnell, Heidi K., Franklin, Tiffany D., Frasier, Allen, Gorman, Patrick L., Kraemer, Donald, Lentz, Peter L., Malmgren, Lisa A., Mcdermott, Jeffrey A., Minyard, Joshua H., Osborne, Darien A, Poulton, Mary M., Pratt, Rob W., Roanhorse, Francis, Rudolph, Emil F., Sternberg, Ben K., Stubben, Melissa A., Yang, Xianjin, Yasuhara, Masako
Externí odkaz:
http://hdl.handle.net/10150/624613
http://arizona.openrepository.com/arizona/handle/10150/624613
http://arizona.openrepository.com/arizona/handle/10150/624613