Bimodal Characteristic Returns and Predictability Enhancement via Machine Learning

نویسندگان

چکیده

This paper documents the bimodality of momentum stocks: both high- and low-momentum stocks have nontrivial probabilities for high low returns. The makes strategy fundamentally risky can cause a large loss. To alleviate improve return predictability, this develops novel cross-sectional prediction model via machine learning. By reclassifying based on their predicted financial performance, significantly outperforms off-the-shelf learning models. Tested U.S. market, value-weighted long-short portfolio earns monthly alpha 2.4% (t-statistic = 6.63) when regressed against Fama–French five factors plus short-term reversal factors. was accepted by Kay Giesecke, finance.

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ژورنال

عنوان ژورنال: Management Science

سال: 2022

ISSN: ['0025-1909', '1526-5501']

DOI: https://doi.org/10.1287/mnsc.2021.4189