We explore the algebraic properties of a generalized version iterated-sums signature, inspired by previous work F. Király and H. Oberhauser. In particular, we show how to recover character property associated linear map on tensor algebra considering deformed quasi-shuffle product words. introduce three non-linear transformations signatures, close in spirit Machine Learning applications, some th...