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《The statistical physics of data assimilation and machine learning /》

The statistical physics of data assimilation and machine learning /

ISBN:9781316519639 :
编目源:LBSOR/DLC DLC OCLCO OCLCF UKMGB YDX OCLCO SCT
个人名称:Abarbanel, H. D. I.,
题名:The statistical physics of data assimilation and machine learning / Edited by Henry D.I. Abarbanel (University of California, San Diego).
出版发行项:Cambridge, United Kingdom ; New York, NY : Cambridge University Press, 2022.
载体形态:xvii, 187 pages : illustrations (some color) ; 25 cm
书目附注:Includes bibliographical references (pages 174-182) and index.
格式化内容附注:Prologue: Linking "the future" with the present -- A data assimilation reminder -- Remembrance of things path -- SDA variational principles; Euler-Lagrange equations and Hamiltonian formulation -- Using waveform information -- Annealing in the model precision Rf -- Discrete time integration in data assimilation variational principles; Lagrangian and Hamiltonian formulations -- Monte Carlo methods -- Machine learning and its equivalence to statistical data assimilation -- Two examples of the practical use of data assimilation -- Unfinished business.
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