Actually the main cause of decease are produce by cancer illness. They can afect a many organs sucha as pancreas, breast, cervix, prostate and others, and breast cancer has high number of cases and this kind of illness has state or level of developing as metastasis, it spreads malign cells for neighbour organs then it produce the highest rate of death. Exists several diagnostic test and one of that is analysis of microarrays is used a different algorithms of machine learning. Support Vector Machine-SVM has obtained a good performance to binary classification and complement of it is a multiple kernel learning-MKL. In this thesis our proposal a new method, it uses a local(datadependent) and nonlinear combination with different kernels. We call it as localized nonlinear multiple kernel learning (LNLMKL). In our experiments for binary microarray classification, different kernels were used in...

Presentación que se llevó a cabo durante el VIII Congreso Internacional de Computación y Telecomunicaciones COMTEL 2016 del 21 al 23 septiembre de 2016 en Lima, Perú. COMTEL, es un certamen organizado por la Facultad de Ingeniería de Sistemas, Cómputo y Telecomunicaciones de la Universidad Inca Garcilaso de la Vega, que congrega a profesionales, investigadores y estudiantes de diversos países con el fin de difundir e intercambiar conocimientos, mostrar experiencias académicas-científicas y soluciones para empresas en las áreas de Computación, Telecomunicaciones y disciplinas afines.