The performance of Round robin CPU scheduling algorithm is entirely dependent on the time quantum selected. This paper describes a new method to calculate the time quantum without user intervention by finding the relationship between the burst times of all processes in the ready queue using a similarity measure known as the Euclidean distance. Similarity measure is used to find patterns in the burst times of processes present in the ready queue. General Terms Operating Systems, Algorithms, Efficiency.