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A Proof that Artificial Neural Networks Overcome the Curse of Dimensionality in the Numerical Approximation of Black–Scholes Partial Differential Equations
 
Philipp Grohs University of Vienna, Vienna, Austria and Austrian Academy of Sciences, Linz, Austria
Fabian Hornung Karlsruhe Institute of Technology, Karlsruhe, Germany and ETH Zürich, Zürich, Switzerland
Arnulf Jentzen The Chinese University of Hong Kong, Shenzhen, China and University of Münster, Münster, Germany and ETH Zürich, Zürich, Switzerland
Philippe von Wurstemberger ETH Zürich, Zürich, Switzerland and The Chinese University of Hong Kong, Shenzhen, China
Softcover ISBN:  978-1-4704-5632-0
Product Code:  MEMO/284/1410
List Price: $85.00
MAA Member Price: $76.50
AMS Member Price: $68.00
eBook ISBN:  978-1-4704-7448-5
Product Code:  MEMO/284/1410.E
List Price: $85.00
MAA Member Price: $76.50
AMS Member Price: $68.00
Softcover ISBN:  978-1-4704-5632-0
eBook: ISBN:  978-1-4704-7448-5
Product Code:  MEMO/284/1410.B
List Price: $170.00 $127.50
MAA Member Price: $153.00 $114.75
AMS Member Price: $136.00 $102.00
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A Proof that Artificial Neural Networks Overcome the Curse of Dimensionality in the Numerical Approximation of Black–Scholes Partial Differential Equations
Philipp Grohs University of Vienna, Vienna, Austria and Austrian Academy of Sciences, Linz, Austria
Fabian Hornung Karlsruhe Institute of Technology, Karlsruhe, Germany and ETH Zürich, Zürich, Switzerland
Arnulf Jentzen The Chinese University of Hong Kong, Shenzhen, China and University of Münster, Münster, Germany and ETH Zürich, Zürich, Switzerland
Philippe von Wurstemberger ETH Zürich, Zürich, Switzerland and The Chinese University of Hong Kong, Shenzhen, China
Softcover ISBN:  978-1-4704-5632-0
Product Code:  MEMO/284/1410
List Price: $85.00
MAA Member Price: $76.50
AMS Member Price: $68.00
eBook ISBN:  978-1-4704-7448-5
Product Code:  MEMO/284/1410.E
List Price: $85.00
MAA Member Price: $76.50
AMS Member Price: $68.00
Softcover ISBN:  978-1-4704-5632-0
eBook ISBN:  978-1-4704-7448-5
Product Code:  MEMO/284/1410.B
List Price: $170.00 $127.50
MAA Member Price: $153.00 $114.75
AMS Member Price: $136.00 $102.00
  • Book Details
     
     
    Memoirs of the American Mathematical Society
    Volume: 2842023; 93 pp
    MSC: Primary 65; 35; Secondary 60

    View the abstract.

  • Table of Contents
     
     
    • Chapters
    • 1. Introduction
    • 2. Probabilistic and analytic preliminaries
    • 3. Artificial neural network approximations
    • 4. Artificial neural network approximations for Black-Scholes partial differential equations
  • Additional Material
     
     
  • Requests
     
     
    Review Copy – for publishers of book reviews
    Accessibility – to request an alternate format of an AMS title
Volume: 2842023; 93 pp
MSC: Primary 65; 35; Secondary 60

View the abstract.

  • Chapters
  • 1. Introduction
  • 2. Probabilistic and analytic preliminaries
  • 3. Artificial neural network approximations
  • 4. Artificial neural network approximations for Black-Scholes partial differential equations
Review Copy – for publishers of book reviews
Accessibility – to request an alternate format of an AMS title
Please select which format for which you are requesting permissions.