Hyperspectral Data Mining is a key technology to discover spectral information for application of hyperspectral remote sensing data. In this paper

focusing on target recognition and classification

we introduce some hyperspectral data mining algorithm

spectral feature based data mining algorithm

and subpixel spectral information mining algorithm. In advance new algorithms should be developed to explore target spectral information in N dimensional feature space based on spectral knowledge and application modelling.