
Quantitative Equity Investing : Techniques and Strategies
by Frank J. Fabozzi (School of Management, Yale Univ.); Sergio M. Focardi; Petter N. KolmRent Book
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Summary
Table of Contents
Preface | |
About the Authors | |
Introduction | |
In Praise of Mathematical Finance | |
Studies of the Use of Quantitative Equity Management | |
Looking Ahead for Quantitative Equity Investing | |
Financial Econometrics I: Linear Regressions | |
Historical Notes | |
Covariance and Correlation | |
Regressions, Linear Regressions, and Projections | |
Multivariate Regression | |
Quantile Regressions | |
Regression Diagnostic | |
Robust Estimation of Regressions | |
Classification and Regression Trees | |
Summary | |
Financial Econometrics II: Time Series | |
Stochastic Processes | |
Time Series | |
Stable Vector Autoregressive Processes | |
Integrated and Cointegrated Variables | |
Estimation of Stable Vector Autoregressive (Var) Models | |
Estimating the Number of Lags | |
Autocorrelation and Distributional Properties of Residuals | |
Stationary Autoregressive Distributed Lag Models | |
Estimation of Nonstationary VAR models | |
Estimation with Canonical Correlations | |
Estimation with Principal Component Analysis | |
Estimation with the Eigenvalues of the Companion Matrix | |
Nonlinear Models in Finance | |
Causality | |
Summary | |
Common Pitfalls in Financial Modeling | |
Theory and Engineering | |
Engineering and Theoretical Science | |
Engineering and Product Design in Finance | |
Learning, Theoretical, and Hybrid Approaches to Portfolio Management | |
Sample Biases | |
The Bias in Averages | |
Pitfalls in Choosing from Large Data Sets | |
Time Aggregation of Models and Pitfalls in the Selection of Data Frequency | |
Model Risk and its Mitigation | |
Summary | |
Factor Models and Their Estimation | |
The Notion of Factors | |
Static Factor Models | |
Factor Analysis and Principal Components Analysis | |
Why Factor Models of Returns | |
Approximate Factor Models of Returns | |
Dynamic Factor Models | |
Summary | |
Factor-Based Trading Strategies I: Factor Construction and Analysis | |
Factor-Based Trading | |
Developing Factor-Based Trading Strategies | |
Risk to Trading Strategies | |
Desirable Properties of Factors | |
Sources for Factors | |
Building Factors from Company Characteristics | |
Working with Data | |
Analysis of Factor Data | |
Summary | |
Factor-Based Trading Strategies II: Cross-Sectional Models and Trading Strategies | |
Cross-Sectional Methods for Evaluation of Factor Premiums | |
Factor Models | |
Performance Evaluation of Factors | |
Model Construction Methodologies for a Factor-Based Trading Strategy | |
Backtesting | |
Backtesting Our Factor Trading Strategy | |
Summary | |
Portfolio Optimization: Basic Theory and Practice | |
Mean-Variance Analysis: Overview | |
Classical Framework for Mean-Variance Optimization | |
Mean-variance Optimization with a Risk-Free Asset | |
Portfolio Constraints Commonly Used in Practice | |
Estimating the Inputs Used in Mean-Variance Optimization: Expected Return and Risk | |
Portfolio Optimization with Other Risk Measures | |
Summary | |
Portfolio Optimization: Bayesian Techniques and the Black-Litterman Model | |
Practical Problems Encountered in Mean-Variance Optimization | |
Shrinkage Estimation | |
The Black-Litterman Model | |
Summary | |
Robust Portfolio Optimization | |
Robust Mean-Variance Formulations | |
Using Robust Mean-Variance Portfolio Optimization in Practice | |
Some Practical Remarks on Robust Portfolio Optimization Models | |
Summary | |
Transaction Costs and Trade Execution | |
A Taxonomy of Transaction Costs | |
Liquidity and Transaction Costs | |
Market Impact Measurements and Empirical Findings | |
Forecasting and Modeling Market Impact | |
Incorporating Transaction Costs in Asset-Allocation Models | |
Integrated Portfolio Management: Beyond Expected Return and Portfolio Risk | |
Summary | |
Investment Management and Algorithmic Trading | |
Market Impact and the Order Book | |
Optimal Execution | |
Impact Models | |
Popular Algorithmic Trading Strategies | |
What Is Next? | |
Some Comments about the High-Frequency Arms Race | |
Summary | |
Data Descriptions and Factor Definitions | |
The MSCI World Index | |
One-Month LIBOR | |
The Compustat Point-in-Time, IBES Consensus Databases and Factor Definitions | |
Summary of Well-Known Factors and Their Underlying Economic Rationale | |
Review of Eigenvalues and Eigenvectors | |
The SWEEP Operator | |
Index | |
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