%0 Journal Article %T A second-order stock market model %A Robert Fernholz %A Tomoyuki Ichiba %A Ioannis Karatzas %J Quantitative Finance %D 2013 %I arXiv %X A first-order model for a stock market assigns to each stock a return parameter and a variance parameter that depend only on the rank of the stock. A second-order model assigns these parameters based on both the rank and the name of the stock. First- and second-order models exhibit stability properties that make them appropriate as a backdrop for the analysis of the idiosyncratic behavior of individual stocks. Methods for the estimation of the parameters of second-order models are developed in this paper. %U http://arxiv.org/abs/1302.3870v1