Abstract: An efficient and quick method based on 2-D pca and hierarchical clustering method is proposed. The coordinates are achieved by projecting the high dimensional celestial objects spectra data to the 2-D space after the principle component space is built, ev

Key words: High-dimensional data, Dimensionality reduction,PCA, Hierarchical clustering method