Overview and Comparative Study of Dimensionality Reduction Techniques for High Dimensional Data

•Examination of linear and non-linear dimensionality reduction techniques.•Selection of suitable dimensionality reduction techniques for diverse types of data (i.e., text, numeric, signals, etc.).•Investigation of open issues associated with dimensionality reduction techniques in different application.•Exploration of high dimensional data issues and solution using appropriate dimensionality reduction techniques.