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The benefits of tree-based models for stock selection
16 references·0 citing·32 second hop
The benefits of tree-based models for stock selection (2012)The benefits of tree-based models for sto…What happened to the quants in August 2007? Evidence from factors and transactions data (2010)What happened to the quants i…Trends in quantitative equity management: survey results (2007)Trends in quantitative equity…Equity style timing (2007)Equity style timingThe nonlinear dynamics of stock prices (2003)The nonlinear dynamics of sto…The Decision Tree Approach to Stock Selection (2000)The Decision Tree Approach to…Investors' Asset Allocations versus Life-Cycle Funds (1999)Investors' Asset Allocations …Equity Style Timing (corrected) (1999)Equity Style Timing (correcte…Multifactor Explanations of Asset Pricing Anomalies (1996)Multifactor Explanations of A…Contrarian Investment, Extrapolation, and Risk (1994)Contrarian Investment, Extrap…Chaos and Nonlinear Dynamics: Application to Financial Markets (1991)Chaos and Nonlinear Dynamics:…Introducing Recursive Partitioning for Financial Classification: The Case of Financial Distress (1985)Introducing Recursive Partiti…The arbitrage theory of capital asset pricing (1976)The arbitrage theory of capit…THE VALUATION OF RISK ASSETS AND THE SELECTION OF RISKY INVESTMENTS IN STOCK PORTFOLIOS AND CAPITAL BUDGETS**This paper is another in a series of interrelated theoretical and statistical studies of corporate financial and investment policies being made under grants from the Rockefeller Foundation, and more recently the Ford Foundation, to the Harvard Business School. The generous support for this work is most gratefully acknowledged. The author is also much indebted to his colleagues Professors Bishop, Christenson, Kahr, Raiffa, and (especially) Schlaifer, for extensive discussion and commentary on an earlier draft of this paper; but responsibility for any errors or imperfections remains strictly his own.[Professor Sharpe's paper, “Capital Asset Prices: A Theory of Market Equilibrium Under Conditions of Risk” (Journal of Finance, September 1964) appeared after this paper was in final form and on its way to the printers. My first section, which parallels the first half of his paper (with corresponding conclusions), sets the algebraic framework for sections II, III and VI, (which have no counterpart in his paper) and for section IV on the equilibrium prices of risk assets, concerning which our results differ significantly for reasons which will be explored elsewhere. Sharpe does not take up the capital budgeting problem developed in section V below.] (1975)THE VALUATION OF RISK ASSETS …The Valuation of Risk Assets and the Selection of Risky Investments in Stock Portfolios and Capital Budgets (1965)The Valuation of Risk Assets …The past and the future (1965)The past and the futureCAPITAL ASSET PRICES: A THEORY OF MARKET EQUILIBRIUM UNDER CONDITIONS OF RISK* (1964)CAPITAL ASSET PRICES: A THEOR…Financial Ratios As Predictors of Failure (1966)FINANCIAL RATIOS, DISCRIMINANT ANALYSIS AND THE PREDICTION OF CORPORATE BANKRUPTCY (1968)ZETATM analysis A new model to identify bankruptcy risk of corporations (1977)An application of the cox proportional hazards model to bank failure (1986)A survey of business failures with an emphasis on prediction methods and industrial applications (1996)Predicting corporate financial distress: Reflections on choice-based sample bias (2002)The Cost of Capital, Corporation Finance and the Theory of Investment (1958)Dividend Policy, Growth, and the Valuation of Shares (1961)The cost of capital, corporation finance and the theory of investment (2008)Common risk factors in the returns on stocks and bonds (1993)Industry costs of equity (1997)On Persistence in Mutual Fund Performance (1997)Investor Psychology and Security Market Under‐ and Overreactions (1998)Autoregressive Conditional Heteroscedasticity with Estimates of the Variance of United Kingdom Inflation (1982)Generalized autoregressive conditional heteroskedasticity (1986)Conditional Heteroskedasticity in Asset Returns: A New Approach (1991)Bayesian Analysis of Stochastic Volatility Models (1994)Parametric and Nonparametric Volatility Measurement (2010)Does realized skewness predict the cross-section of equity returns? (2015)Risk, Return, and Equilibrium: Empirical Tests (1973)The Cross-Section of Expected Stock Returns (1992)Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency (1993)Investor Sentiment and the Cross‐Section of Stock Returns (2006)Financial Intermediation and Delegated Monitoring (1984)The Pricing of Options and Corporate Liabilities (1973)Theory of the firm: Managerial behavior, agency costs and ownership structure (1976)Sociological Introspection and Emotional Experience (1991)People-driven processes in customer relationship management (2009)The role of family ownership in international entrepreneurship: exploring nonlinear effects (2010)Going, Going, Gone? The Apparent Demise of the Accruals Anomaly (2011)STATISTICAL ARBITRAGE PAIRS TRADING STRATEGIES: REVIEW AND OUTLOOK (2016)Agent-Based Modeling in Economics and Finance: Past, Present, and Future (2025)
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References

  • 1964CAPITAL ASSET PRICES: A THEORY OF MARKET EQUILIBRIUM UNDER CONDITIONS OF RISK*19,431 cited
  • 1965The Valuation of Risk Assets and the Selection of Risky Investments in Stock Portfolios and Capital Budgets7,600 cited
  • 1976The arbitrage theory of capital asset pricing7,081 cited
  • 1975THE VALUATION OF RISK ASSETS AND THE SELECTION OF RISKY INVESTMENTS IN STOCK PORTFOLIOS AND CAPITAL BUDGETS**This paper is another in a series of interrelated theoretical and statistical studies of corporate financial and investment policies being made under grants from the Rockefeller Foundation, and more recently the Ford Foundation, to the Harvard Business School. The generous support for this work is most gratefully acknowledged. The author is also much indebted to his colleagues Professors Bishop, Christenson, Kahr, Raiffa, and (especially) Schlaifer, for extensive discussion and commentary on an earlier draft of this paper; but responsibility for any errors or imperfections remains strictly his own.[Professor Sharpe's paper, “Capital Asset Prices: A Theory of Market Equilibrium Under Conditions of Risk” (Journal of Finance, September 1964) appeared after this paper was in final form and on its way to the printers. My first section, which parallels the first half of his paper (with corresponding conclusions), sets the algebraic framework for sections II, III and VI, (which have no counterpart in his paper) and for section IV on the equilibrium prices of risk assets, concerning which our results differ significantly for reasons which will be explored elsewhere. Sharpe does not take up the capital budgeting problem developed in section V below.]6,743 cited
  • 1996Multifactor Explanations of Asset Pricing Anomalies6,710 cited
  • 1994Contrarian Investment, Extrapolation, and Risk4,198 cited
  • 1991Chaos and Nonlinear Dynamics: Application to Financial Markets1,046 cited
  • 1985Introducing Recursive Partitioning for Financial Classification: The Case of Financial Distress748 cited
  • 2010

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What happened to the quants in August 2007? Evidence from factors and transactions data
332 cited
  • 1965The past and the future133 cited
  • 1999Investors' Asset Allocations versus Life-Cycle Funds84 cited
  • 2007Equity style timing78 cited
  • 2000The Decision Tree Approach to Stock Selection70 cited
  • 2003The nonlinear dynamics of stock prices68 cited
  • 1999Equity Style Timing (corrected)67 cited
  • 2007Trends in quantitative equity management: survey results45 cited
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