A fast and flexible $k$NN procedure is developed for dealing with a semiparametric functional regression model involving both partial-linear and single-index components. Rates of uniform consistency are presented. Simulated experiments highlight the advantages of the $k$NN procedure. A real data analysis is also shown.

中文翻译：

---

一种 $ķ$半参数函数数据分析中的NN程序

快速灵活 $ķ$开发了NN程序来处理涉及部分线性分量和单索引分量的半参数功能回归模型。给出了均匀一致性的速率。模拟实验凸显了$ķ$NN程序。还显示了实际数据分析。