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Navigating the Factor Zoo

The Science of Quantitative Investing

Gebonden Engels 2024 1e druk 9781032768434
€ 248,55
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Samenvatting

Bridging the gap between theoretical asset pricing and industry practices in factors and factor investing, Zhang et al. provides a comprehensive treatment of factors, along with industry insights on practical factor development.

Chapters cover a wide array of topics, including the foundations of quantamentals, the intricacies of market beta, the significance of statistical moments, the principles of technical analysis, and the impact of market microstructure and liquidity on trading. Furthermore, it delves into the complexities of tail risk and behavioral finance, revealing how psychological factors affect market dynamics. The discussion extends to the sophisticated use of option trading data for predictive insights and the critical differentiation between outcome uncertainty and distribution uncertainty in financial decision-making. A standout feature of the book is its examination of machine learning's role in factor investing, detailing how it transforms data preprocessing, factor discovery, and model construction. Overall, this book provides a holistic view of contemporary financial markets, highlighting the challenges and opportunities in harnessing alternative data and machine learning to develop robust investment strategies.

This book would appeal to investment management professionals and trainees. It will also be of use to graduate and upper undergraduate students in quantitative finance, factor investing, asset management and/or trading.

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Inhoudsopgave

Table of Contents

Preface

Chapter 1. Factor Investing

Chapter 2. Quantamentals

Chapter 3. Statistical Moments as Factors

Chapter 4. Market Beta

Chapter 5. Technical Analysis Factors

Chapter 6. Microstructure and Liquidity

Chapter 7. Tail Risk

Chapter 8. Behavioral Finance

Chapter 9. Option Information

Chapter 10. Uncertainty

Chapter 11. Alternative Data

Chapter 12. Machine Learning in Factor Investing

Epilogue

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          Navigating the Factor Zoo