Residual-based efficient and powerful independence testing in multivariate isotonic semiparametric nonlinear regression
We study residual-based independence testing in multivariate isotonic semiparametric nonlinear regression models, where the regression function combines a finite-dimensional nonlinear parametric component with an infinite-dimensional shape-constrained isotonic component. A key assumption is the independence between reg...