Skip to main content
Top

2024 | OriginalPaper | Chapter

AI and Econometric Modeling: Deep Reinforcement Learning in Predictive Modeling

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Artificial intelligence (AI) has significantly impacted many different industries, including finance and economics. These technologies are increasingly being used to improve economic forecasting and analysis, providing more accurate predictions and better decision-making. The article delves into the expanding use of artificial intelligence (AI) in economic forecasting and analysis, including subjects such as big data, predictive analytics, and econometrics. It will also examine the problems of using AI in econometrics research, as well as the future of these technologies. Traditional forecasting approaches rely on econometric models for economic forecasting and analysis. These models evaluate correlations between economic indicators such as GDP, inflation, and unemployment using statistical approaches and mathematical equations. However, these classic models have limitations in that they may not be able to explain more complex interactions between economic variables. Furthermore, they require a lot of data as well as certain assumptions about the structure of the model, which can affect their ability to adapt to changing economic conditions. The use of AI and Machine Learning (ML) in economics can help overcome these problems and improve the accuracy of predictions about future trends.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Metadata
Title
AI and Econometric Modeling: Deep Reinforcement Learning in Predictive Modeling
Authors
Do Huu Hai
Pham Van Tuan
Copyright Year
2024
DOI
https://doi.org/10.1007/978-3-031-67770-0_5