Estimation of High-Dimensional Contextual Pricing Models with Nonparametric Price Confounders

Which factors affect an individual’s purchase behaviors more, and how would a retailer consistently and reliably identify such factors, with data collected on adaptively offered prices that might potentially interfere with such factors? Our research presents novel methods that effectively estimate demand models with many factors and covariates, consistent with adaptive and contextual pricing practice.