Over the last few years extensive work is carried on Text Mining. Traditional methods uses supervised learning mechanism.This book,therefore, provides a new idea of using unsupervised learning algorithm for text mining.The huge dimension of the input patter vector is reduced for efficient computation.The results should provide the performance of the work and should be especially useful for researchers working in the field of data mining.