Machine Learning for Asset Managers
Language: English
Published by Cambridge University Press Jan 2026, 2026
- Hardcover
- New
Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH
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Neuware - 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.…
Seller Inventory # 9781009702423
- Title
- Machine Learning for Asset Managers
- Author
- Marcos M. López de Prado
- Publisher
- Cambridge University Press Jan 2026
- Publication year
- 2026
- Condition
- Neu
- Binding
- Buch
- Language
- English
- ISBN 10
- 1009702424
- ISBN 13
- 9781009702423
- Item weight
- 374 grams
- Dimensions
- 236x161x16 mm
- Series
- Book 1 of 7: Elements in Quantitative Finance
"Synopsis" may belong to another edition of this title.
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