Financial Data Analytics

Theory and Application

Inbunden, Engelska, 2022

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

2 499 kr

Beställningsvara. Skickas inom 10-15 vardagar. Fri frakt för medlemmar vid köp för minst 249 kr.

?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

Utgivningsdatum2022-04-26
Mått155 x 235 x 29 mm
Vikt770 g
FormatInbunden
SpråkEngelska
SerieContributions to Finance and Accounting
Antal sidor384
FörlagSpringer Nature Switzerland AG
ISBN9783030837983

Tillhör följande kategorier

Finansiering inom Ekonomi och ledarskap
Nationalekonomi inom Ekonomi och ledarskap
Makroekonomi inom Ekonomi och ledarskap
Referensverk och tvärvetenskap inom Samhalle och politik

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.