This is a tandem structure of binary Support Vector Machines to solve a multi-class problem that is composed of subclasses of classes. Thesis: Multi-class Support Vector Machines for classification of brain hemodynamic patterns. Author: Ana G. Hernandez-Reynoso Advisor: Alejandro Garcia Gonzalez Institution: Tecnologico de Monterrey