Novel Financial Applications of Machine Learning and Deep Learning Algorithms, Product Modeling, and Applications

This book presents the state-of-the-art applications of machine learning in the finance domain with a focus on financial product modeling, which aims to advance the model performance and minimize risk and uncertainty. It provides both practical and managerial implications of financial and managerial...

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Bibliographic Details
Other Authors: Abedin, Mohammad Zoynul (Editor), Hajek, Petr (Editor)
Format: eBook
Language:English
Published: Cham Springer International Publishing 2023, 2023
Edition:1st ed. 2023
Series:International Series in Operations Research & Management Science
Subjects:
Online Access:
Collection: Springer eBooks 2005- - Collection details see MPG.ReNa
Table of Contents:
  • Part 1: Recent Developments in FinTech
  • 1. FinTech Risk Management and Monitoring
  • 2. Digital Transformation of Supply Chain with Supportive Culture in Blockchain Environment
  • 3. Integration of Artificial Intelligence Technology in Management Accounting Information System - An Empirical Study
  • 4. The Impact of Big Data on Accounting Practices: Empirical Evidence from Africa
  • Part 2: Financial Risk Prediction using Machine Learning
  • 5. Using Outlier Modification Rule for Improvement of the Performance of Classification Algorithms in the Case of Financial Data
  • 6. Default Risk Prediction Based on Support Vector Machine and Logit Support Vector Machine
  • 7. Predicting Corporate Failure using Ensemble Extreme Learning Machine
  • 8. Assessing and Predicting Small Enterprises’ Credit Ratings: A Multicriteria Approach
  • Part 3: Financial Time-Series Forecasting
  • 9. An Ensemble LGBM (Light Gradient Boosting Machine) Approach for Crude Oil Price Prediction
  • 10. Model Development for Predicting the Crude Oil Price: Comparative Evaluation of Ensemble and Machine Learning Methods
  • part 4: Emerging Technologies in Financial Education and Healthcare
  • 11. Discovering the Role of M-learning among Finance Students: The Future of Online Education
  • 12. Exploring the Role of Mobile Technologies in Higher Education: The Impact of Online Teaching on Traditional Learning.-13. Knowledge Mining from Health Data: Application of Feature Selection Approaches