A new Unsupervised Spectral Feature Selection Method for mixed data: A filter approach.

•A new unsupervised filter feature selection method for mixed data is proposed.•Spectral feature selection is used for finding relevant features in mixed datasets.•The most relevant features are placed at the beginning of the ranking.•Our method overcomes state-of-the-art unsupervised filter feature selection methods.