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pro vyhledávání: '"Lewis, Alan P."'
We present a local and transferable machine learning approach capable of predicting the real-space density response of both molecules and periodic systems to external homogeneous electric fields. The new method, SALTER, builds on the Symmetry-Adapted
Externí odkaz:
http://arxiv.org/abs/2304.09057
Autor:
Lewis, Alan, Miller, Tim
This paper investigates deceptive reinforcement learning for privacy preservation in model-free and continuous action space domains. In reinforcement learning, the reward function defines the agent's objective. In adversarial scenarios, an agent may
Externí odkaz:
http://arxiv.org/abs/2303.10838
The electron density of a molecule or material has recently received major attention as a target quantity of machine-learning models. A natural choice to construct a model that yields transferable and linear-scaling predictions is to represent the sc
Externí odkaz:
http://arxiv.org/abs/2206.14087
Autor:
Lewis, Alan L., Pirjol, Dan
We study the convergence properties of the short maturity expansion of option prices in the uncorrelated log-normal ($\beta=1$) SABR model. In this model the option time-value can be represented as an integral of the form $V(T) = \int_{0}^\infty e^{-
Externí odkaz:
http://arxiv.org/abs/2107.12439
Publikováno v:
Journal of Chemical Theory and Computation 2021, 17, 11, 7203-7214
We introduce a local machine-learning method for predicting the electron densities of periodic systems. The framework is based on a numerical, atom-centred auxiliary basis, which enables an accurate expansion of the all-electron density in a form sui
Externí odkaz:
http://arxiv.org/abs/2106.05364
Autor:
Lewis, Alan L.
We study equity risk premiums in the United States during the COVID-19 pandemic.
Comment: 14 pages, 17 figures
Comment: 14 pages, 17 figures
Externí odkaz:
http://arxiv.org/abs/2004.13871
Autor:
Lewis, Alan L.
We construct the term structure of the (forward-looking, US market) equity risk premium from SPX option chains. The method is "model-light". Risk-neutral probability densities are estimated by fitting $N$-component Gaussian mixture models to option q
Externí odkaz:
http://arxiv.org/abs/1910.14522
Autor:
Lewis, Alan M., Berkelbach, Timothy C.
Linear and non-linear spectroscopies are powerful tools used to investigate the energetics and dynamics of electronic excited states of both molecules and crystals. While highly accurate \emph{ab initio} calculations of molecular spectra can be perfo
Externí odkaz:
http://arxiv.org/abs/1909.11144
Akademický článek
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Autor:
Lewis, Alan M., Berkelbach, Timothy C.
Publikováno v:
Phys. Rev. Lett. 122, 226402 (2019)
The accurate calculation of excited state properties of interacting electrons in the condensed phase is an immense challenge in computational physics. Here, we use state-of-the-art equation-of-motion coupled-cluster theory with single and double exci
Externí odkaz:
http://arxiv.org/abs/1810.06591