A cross-sectional machine learning approach for hedge fund return prediction and selection

W Wu, J Chen, Z Yang, ML Tindall - Management Science, 2021 - pubsonline.informs.org
We apply four machine learning methods to cross-sectional return prediction for hedge fund
selection. We equip the forecast model with a set of idiosyncratic features, which are derived …

Quantile regression analysis of hedge fund strategies

L Meligkotsidou, ID Vrontos, SD Vrontos - Journal of Empirical Finance, 2009 - Elsevier
Extending previous work on hedge fund pricing, this paper introduces the idea of modelling
the conditional quantiles of hedge fund returns using a set of risk factors. Quantile …

Hedge fund return predictability; To combine forecasts or combine information?

E Panopoulou, S Vrontos - Journal of Banking & Finance, 2015 - Elsevier
While the majority of the predictability literature has been devoted to the predictability of
traditional asset classes, the literature on the predictability of hedge fund returns is quite …

An advanced perspective on the predictability in hedge fund returns

C Wegener, R von Nitzsch, C Cengiz - Journal of Banking & Finance, 2010 - Elsevier
This paper advances the research on the predictability in hedge fund returns, using a broad
set of risk factors within a variety of different prediction models. Accounting for the fact that …

Evidence for hedge fund predictability from a multivariate Student's t full-factor GARCH model

I Vrontos - Journal of Applied Statistics, 2012 - Taylor & Francis
Extending previous work on hedge fund return predictability, this paper introduces the idea
of modelling the conditional distribution of hedge fund returns using Student's t full-factor …

[PDF][PDF] Systemic risk, the TED spread and hedge fund returns

RJ Bianchi, ME Drew, TR Wijeratne - 2010 - so06.tci-thaijo.org
This study examines the effects of systemic risk on global hedge fund returns. We consider
systemic risk as a conditional information variable to predict the underlying exposures to …

Does Macroeconomic Predictability Enhance the Economic Value of Hedge Funds to Risk-Averse Investors?

M Magnani - 2024 - papers.ssrn.com
The academic literature has amassed overwhelming evidence indicating that investment
opportunities are hardly driven in a simplistic way by business cycle conditions, when …

[HTML][HTML] Modelo multifactorial APT para el análisis de los factores de riesgo macroeconómico a los que se exponen los hedge funds

E Leyva Rayón - EconoQuantum, 2017 - scielo.org.mx
Existe sólo dos teorías con un riguroso fundamento para calcular el equilibrio entre el riesgo
y la rentabilidad de los activos: el CAPM y el APT. Sin embargo, a diferencia del CAPM, el …

Can Investors Benefit from Hedge Fund Strategies? Utility-Based, Out-of-Sample Evidence

M Guidolin, AG Orlov - The Quarterly Journal of Finance, 2022 - World Scientific
We report systematic, out-of-sample evidence on the benefits to an already well-diversified
investor that may derive from further diversification into various hedge fund strategies. We …

The role of credit default swaps and other alternative betas in hedge fund factor analysis

KH Black - Journal of Derivatives & Hedge Funds, 2012 - Springer
Hedge fund factor analysis is growing in popularity. While some investors simply use
traditional factor β s from the stock and bond markets, these factors do not fully explain …