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In this book we determine the Eigen values and Eigen vectors of a square matrix by a new approach.This considers all the roots with their multiplicities are known,using only the simple matrix multiplication of a vector. This process doesn't even require matrix inversion. This technique will be useful in many Pattern recognition, AI, Machine learning, Bioinformatics problems which will need computationally efficient techniques.