An optimization approach: Knots estimation in the splines regression models Authors: Alberto Rodrigues Ferreira Florencia Graciela Leonardi Alex Rodrigo dos Santos Sousa This is my master's degree thesis in statistics at Department of statistics in the University of São Paulo.