Comprehensive Review of Deep Reinforcement Learning Methods and Applications in Economics

Released on by Amir Mosavi
preview-18

  • Comprehensive Review of Deep Reinforcement Learning Methods and Applications in Economics Book Detail

  • Author : Amir Mosavi
  • Release Date : 2020
  • Publisher :
  • Genre :
  • Pages : 0
  • ISBN 13 :
  • File Size : 44,44 MB
DOWNLOAD BOOK

Comprehensive Review of Deep Reinforcement Learning Methods and Applications in Economics by Amir Mosavi PDF Summary

Book Description: The popularity of deep reinforcement learning (DRL) methods in economics have been exponentially increased. DRL, through a wide range of capabilities from reinforcement learning (RL) to deep learning (DL), offers vast opportunities for handling sophisticated economics dynamic systems. DRL is characterized by scalability with the potential to be applied to high-dimensional problems in conjunction with noisy and nonlinear patterns of economic data. In this paper, we initially consider a brief review of DL, RL, and deep RL methods in diverse applications in economics, providing an in-depth insight into state of the art. Furthermore, the architecture of DRL applied to economic applications is investigated in order to highlight the complexity, robustness, accuracy, performance, computational tasks, risk constraints, and profitability. The survey results indicate that DRL can provide better performance and higher efficiency as compared to the traditional algorithms while facing real economic problems at the presence of risk parameters and the ever-increasing uncertainties.

Disclaimer: www.yourbookbest.com does not own Comprehensive Review of Deep Reinforcement Learning Methods and Applications in Economics books pdf, neither created or scanned. We just provide the link that is already available on the internet, public domain and in Google Drive. If any way it violates the law or has any issues, then kindly mail us via contact us page to request the removal of the link.

Data Science for Economics and Finance

Data Science for Economics and Finance

File Size : 57,57 MB
Total View : 7772 Views
DOWNLOAD

This open access book covers the use of data science, including advanced machine learning, big data analytics, Semantic Web technologies, natural language proce

Handbook of Production Economics

Handbook of Production Economics

File Size : 30,30 MB
Total View : 5090 Views
DOWNLOAD

This three-volume handbook includes state-of-the-art surveys in different areas of neoclassical production economics. Volumes 1 and 2 cover theoretical and meth