Document clustering is used to group the documents into clusters. Document clustering is a more specific technique for unsupervised document organization, automatic topic extraction, fast information retrieval and filtering. Two documents close to each other tend to be grouped into the same cluster and two documents far away from each other tend to be grouped into different clusters. The spectral clustering method is used to cluster the documents. The correlation preserve indexing algorithm proposed to cluster the documents.