Financial Data Analytics

Theory and Application

Häftad, Engelska, 2023

AvSinem Derindere Köseoğlu,Sinem Derindere Koseoglu,Sinem Derindere Köseoğlu,Sinem Derindere Köseoglu,Sinem Derindere Köseo¿lu

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?This book presents both theory of financial data analytics, as well as comprehensive insights into the application of financial data analytics techniques in real financial world situations.

Produktinformation

Utgivningsdatum2023-04-27
Mått155 x 235 x 23 mm
Vikt616 g
FormatHäftad
SpråkEngelska
SerieContributions to Finance and Accounting
Antal sidor384
FörlagSpringer Nature Switzerland AG
ISBN9783030838010

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PART 1. INTRODUCTION AND ANALYTICS MODELS.- Retraining and Reskilling Financial Participators in the Digital Age.- Basics of Financial Data Analytics.- Predictive Analytics Techniques: Theory and Applications in Finance.- Prescriptive Analytics Techniques: Theory and Applications in Finance.- Forecasting Returns of Crypto Currency - Analyzing Robustness of Auto Regressive and Integrated Moving Average (ARIMA) and Artificial Neural Networks (ANNS).- PART 2. MACHINE LEARNING.- Machine Learning in Financial Markets: Dimension Reduction and Support Vector Machine.- Pruned Random Forests for Effective and Efficient Financial Data Analytics.- Foreign Currency Exchange Rate Prediction Using Long Short Term Memory.- Natural Language Processing (NLP) for Exploring Culture in Finance: Theory and Applications.- PART 3. TECHNOLOGY DRIVEN FINANCE.- Financial Networks: A Review of Models and the Use of Network Similarities.- Optimization of Regulatory Economic-Capital Structured Portfolios: ModelingAlgorithms, Financial Data Analytics and Reinforcement Machine Learning in Emerging Markets.- Transforming Insurance Business with Data Science.- A General Cyber Hygiene Approach for Financial Analytical Environment.