eBook - PDF
The Feasibility of Predicting Financial Crises using Machine Learning
Selected Regression Algorithms and Macroeconomic Data
- 114 pages
- English
- PDF
- Available on iOS & Android
eBook - PDF
The Feasibility of Predicting Financial Crises using Machine Learning
Selected Regression Algorithms and Macroeconomic Data
About this book
Bachelor Thesis from the year 2024 in the subject Computer Science - Commercial Information Technology, grade: 1.0, Frankfurt School of Finance & Management, language: English, abstract: In a world characterized by increasingly complex financial markets, the prediction of financial crises is a constant challenge. This bachelor thesis investigates the use of machine learning, in particular regression algorithms, to analyze and predict financial crises based on macroeconomic data. By building six different regression models and optimizing them using cross-validation and GridSearch, the feasibility of using these technologies for accurate predictions is discussed. Although traditional models show limited effectiveness, the integration of machine learning, especially kNN algorithms, reveals significant potential for improving prediction accuracy. The paper highlights the importance of classification algorithms and provides crucial insights for application in real-world scenarios to provide valuable tools for policy and business decision makers.
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Yes, you can access The Feasibility of Predicting Financial Crises using Machine Learning by Julia Markhovski in PDF and/or ePUB format, as well as other popular books in Computer Science & Computer Science General. We have over 1.5 million books available in our catalogue for you to explore.