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...
Other Authors: | , |
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Format: | eBook |
Language: | English |
Published: |
Cham
Springer International Publishing
2023, 2023
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Edition: | 1st ed. 2023 |
Series: | International Series in Operations Research & Management Science
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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