Spectral feature selection for data mining 1. Data of high dimensionality and challenges 2. Univariate formulations for spectral feature selection 3. Multivariate formulations 4. Connections to existing algorithms 5. Large scale spectral feature selection 6. Multi source spectral feature selection.