Items related to Machine Learning for Asset Managers (Elements in Quantitativ...
- PublisherCambridge University Press
- Publication date2020
- ISBN 10 1108792898
- ISBN 13 9781108792899
- BindingPaperback
- LanguageEnglish
- Number of pages152
- Rating
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Machine Learning for Asset Managers (Elements in Quantitative Finance)
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ISBN 10: 1108792898
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Machine Learning for Asset Managers
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Machine Learning for Asset Managers
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Machine Learning for Asset Managers (Elements in Quantitative Finance)
Published by
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ISBN 10: 1108792898
ISBN 13: 9781108792899
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Machine Learning for Asset Managers (Elements in Quantitative Finance)
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Machine Learning for Asset Managers (Paperback)
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Paperback. Condition: new. Paperback. Successful investment strategies are specific implementations of general theories. An investment strategy that lacks a theoretical justification is likely to be false. Hence, an asset manager should concentrate her efforts on developing a theory rather than on backtesting potential trading rules. The purpose of this Element is to introduce machine learning (ML) tools that can help asset managers discover economic and financial theories. ML is not a black box, and it does not necessarily overfit. ML tools complement rather than replace the classical statistical methods. Some of ML's strengths include (1) a focus on out-of-sample predictability over variance adjudication; (2) the use of computational methods to avoid relying on (potentially unrealistic) assumptions; (3) the ability to learn complex specifications, including nonlinear, hierarchical, and noncontinuous interaction effects in a high-dimensional space; and (4) the ability to disentangle the variable search from the specification search, robust to multicollinearity and other substitution effects. The purpose of this Element is to introduce machine learning (ML) tools that can help asset managers discover economic and financial theories. ML is not a black box, and it does not necessarily overfit. ML tools complement rather than replace the classical statistical methods. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Seller Inventory # 9781108792899
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Machine Learning for Asset Managers
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Machine Learning for Asset Managers
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Machine Learning for Asset Managers (Elements in Quantitative Finance)
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