In this paper we study generalized semi-Markov high dimension regression models in continuous time, observed at fixed discrete time moments. The process has dependent jumps and, therefore, it is an extension of the introduced Barbu et al. (Stat Inference Stoch Process 22:187–231, 2019a). For such consider estimation problems nonparametric setting. To end, develop model selection procedures for ...