A hybrid variant of the Fuzzy C-Means and K-Means algorithms is proposed to solve large datasets such as those presented in Big Data. The algorithm sensitive initial values membership matrix. Therefore, a special configuration matrix can accelerate convergence algorithm. In this sense, new approach proposed, which we call Hybrid OK-Means (HOFCM), it optimizes parameter. This consists three step...