type="main" xml:id="sjos12054-abs-0001" <title type="main">ABSTRACT</title>The mode of a distribution provides an important summary of data and is often estimated on the basis of some non-parametric kernel density estimator. This article develops a new data analysis tool called modal linear regression in order to explore...