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2 DeepStress-A Deep Learning Approach For Dynamic Balance Sheet Stress Testing PDF

22 Pages·2021·English
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by ['Anand Radhakrishnan']| 2021| 22 pages| English

About 2 DeepStress-A Deep Learning Approach For Dynamic Balance Sheet Stress Testing

The document presents a new approach for dynamic balance sheet stress testing utilizing deep learning algorithms. It aims to overcome limitations of current stress testing frameworks by using deep neural networks to better capture nonlinear relationships and simulate the propagation of macroeconomic shocks through bank balance sheets. The proposed deep learning model is evaluated against other stress testing methods and is shown to more accurately forecast capital adequacy ratios by better simulating profits and losses over a one-year horizon. The authors argue this new approach could provide regulators with a more powerful stress testing tool for financial stability analysis.

Detailed Information

Author:['Anand Radhakrishnan']
Publication Year:2021
Pages:22
Language:English
Format:PDF
Price:FREE
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