This paper aims to present the various contributions Special Issue of Journal Multivariate Analysis on Functional Data and some related topics including High-Dimensional Statistics complex data. The presentation is made by emphasizing how are behaving among recent trends in fields, such a way that this can also be viewed as selected bibliographical discussion about advances these topics.