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Artificial Intelligence in Financial Markets

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Produktnummer: 18b647006e615e4e2eb13e8b5ac99e7429
Themengebiete: behavioral economics computational mathematics forecasting investment modelling neural networking portfolio management quantitative modeling technology trading
Veröffentlichungsdatum: 26.01.2017
EAN: 9781137488794
Sprache: Englisch
Seitenzahl: 344
Produktart: Gebunden
Herausgeber: Dunis, Christian L. Karathanasopolous, Andreas Middleton, Peter W. Theofilatos, Konstantinos
Verlag: Palgrave Macmillan UK
Untertitel: Cutting Edge Applications for Risk Management, Portfolio Optimization and Economics
Produktinformationen "Artificial Intelligence in Financial Markets"
As technology advancement has increased, so to have computational applications for forecasting, modelling and trading financial markets and information, and practitioners are finding ever more complex solutions to financial challenges. Neural networking is a highly effective, trainable algorithmic approach which emulates certain aspects of human brain functions, and is used extensively in financial forecasting allowing for quick investment decision making. This book presents the most cutting-edge artificial intelligence (AI)/neural networking applications for markets, assets and other areas of finance. Split into four sections, the book first explores time series analysis for forecasting and trading across a range of assets, including derivatives, exchange traded funds, debt and equity instruments. This section will focus on pattern recognition, market timing models, forecasting and trading of financial time series. Section II provides insights into macro and microeconomics and how AI techniques could be used to better understand and predict economic variables. Section III focuses on corporate finance and credit analysis providing an insight into corporate structures and credit, and establishing a relationship between financial statement analysis and the influence of various financial scenarios. Section IV focuses on portfolio management, exploring applications for portfolio theory, asset allocation and optimization. This book also provides some of the latest research in the field of artificial intelligence and finance, and provides in-depth analysis and highly applicable tools and techniques for practitioners and researchers in this field.
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