I perform a comparative analysis of several state-of-the-art machine learning methods for liquidity prediction in the … corporate bond market. I first construct a liquidity measure using the first principal component of 11 liquidity measures, then … build a comprehensive data library of corporate bond characteristics for liquidity prediction. I find that tree models such …