I am Francisco Martínez-Martínez a Data & Applied Scientist at Microsoft and I hold an international PhD in Biomedical Engineering from the Polytechnic University of Valencia (2014).
I am passionate about Deep Learning, more specifically applied to Natural Language Processing (NLP) since I love the idea of creating machines able to “understand” us.
My curiosity and eagerness to learn leads me to try to improve my skills and knowledge on Deep Learning, Machine Learning, Data Science, Coding and Math. I am constantly reading and researching the latest state-of-the-art papers, models, technologies, etc., as well as developing my own personal projects.
Development of new algorithms for the classification, detection and knowledge extraction from medical text data.
November 2009-July 2014
September 2011-June 2012
September 2006-February 2009
September 2002-September 2006
Score: A++ (cum laude)
Contributions to Improve the Identification of Material Parameters of the Human Liver
Score: A++
Image Segmentation with GraphCut
Score: B
Implementation of a Face Recognition System
Score: A+
February 2021-Nowadays
March 2017-January 2021
January 2016-March 2017
September 2014-December 2015
September 2013-November 2013
June 2012-September 2012
November 2020 - May 2021
2nd semester 2017
February 2016 and 2017
1rst semester 2016/2017
1rst semester 2016/2017
June 2016
2nd semester 2014
November 2019 & June 2020 & November 2020
June 2019
June 2018
F. Martínez-Martínez, M. J. Rupérez-Moreno, M. Martínez-Sober, J. A. Solves-Llorens, D. Lorente, A. J. Serrano-López, S. Martínez-Sanchis, C. Monserrat and J. D. Martín-Guerrero, “A finite element-based machine learning approach for modeling the mechanical behavior of the breast tissues under compression in real-time”, Comput Biol Med, 90:116-124, 2017.
M. J. Rupérez, F. Martínez-Martínez, M. Martínez-Sober, D. Lorente, P. R. Bakic, A. Serrano-López, S. Martínez-Sanchis, C. Monserrat and J. D. Martín-Guerrero, “Modeling the mechanical behavior of the breast tissues under compression in real time”, VI Eccomas Thematic Conference on Computational Vision and Medical Image Processing (VipIMAGE 2017), 2017, Porto, Portugal.
D. Lorente, F. Martínez-Martínez, M.J. Rupérez, M.A. Lago, M. Martínez-Sober, P. Escandell-Montero, J.M. Martínez-Martínez, S. Martínez-Sanchis, A.J. Serrano-López, C. Monserrat and J.D. Martín-Guerrero, “A framework for modelling the biomechanical behaviour of the human liver during breathing in real time using machine learning”, Expert Syst Appl, 71:342-357, 2016.
J.D. Martín-Guerrero, M.J. Rupérez-Moreno, F. Martínez-Martínez, D. Lorente-Garrido, A.J. Serrano-López, C. Monserrat, Sandra Martínez-Sanchis, and M. Martínez-Sober, “Machine learning for modeling the biomechanical behavior of human soft tissue”, IEEE International Conference on Data Mining – Workshop on Data Mining in Biomedical Informatics and Healthcare (IEEE ICDM-DMBIH), 2016, Barcelona, Spain.
F. Martínez-Martínez, J. Kybic, L. Lambert and Z. Mecková, “Fully-automated classification of bone marrow infiltration in low-dose CT of patients with multiple myeloma based on probabilistic density model and supervised learning”, Comput Biol Med, 71:57-66, 2016.
F. Martínez-Martínez, J. Kybic and L. Lambert, “Automatic detection of bone marrow infiltration by multiple myeloma detection in low-dose CT”, IEEE International Conference on Image Processing (ICIP), 4813-4817, 2015, Québec, Canada.
M.A. Lago, M.J. Rupérez, C. Monserrat, F. Martínez-Martínez, S. Martínez-Sanchis, E. Larra, M.A. Díez-Ajenjo, and C. Peris-Martínez, “Patient-specific simulation of the intrastromal ring segment implantation in corneas with keratoconus”, J Mech Behav Biomed Mater, 51:260-268, 2015.
M. A. Lago, M. J. Rupérez, F. Martínez-Martínez, S. Martínez-Sanchis, P. R. Bakic and C. Monserrat, “Methodology based on genetic heuristics for in-vivo characterizing the patient-specific biomechanical behavior of the breast tissues”, Expert Syst Appl, 42(21):7942-7950, 2015.
M.A. Lago, M.J. Rupérez, F. Martínez-Martínez, C.Monserrat, E. Larra, J.L. Güell and C. Peris-Martínez, “A new methodology to in-vivo estimate the elastic constants that characterize the patient specific biomechanical behavior of the human cornea”, J Biomech, 48(1):38-43, 2014.
F. Martínez-Martínez, M.J. Rupérez-Moreno, M.A. Lago C. Monserrat, S. Brugger and E. Pareja, “New methodology to obtain the biomechanical behavior of the human liver”, XXXII Congreso Anual de la Sociedad Española de Ingeniería Biomédica (CASEIB), 2014, Barcelona, Spain.
P. Korzeniowski, F. Martínez-Martínez, N. Hald and F. Bello, “Simulation of Catheters and Guidewires for Cardiovascular Interventions Using an Inextensible Cosserat Rod”, LNCS on Biomedical Simulation, 8789:112-121, 6th International Symposium on Biomedical Simulation (ISBMS), 2014, London, UK.
M.A. Lago, M.J. Rupérez, F. Martínez-Martínez and C. Monserrat, “Genetic algorithms for estimating the biomechanical behavior of breast tissues”, IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI), 760-763, 2014, Valencia, Spain.
S. Martínez-Sanchís, M. J. Rupérez, M. A. Lago, F. Martínez-Martínez, F. López-Mir and C. Monserrat, “In vivo characterization of the patient-specific biomechanical behavior of the abdominal aortic aneurysm”, 12th International Symposium Computer Methods in Biomechanics and Biomedical Engineering (CMBBE), 2014, Amsterdam, Netherlands.
F. Martínez-Martínez, M.J. Rupérez, J.D. Martín-Guerrero, C. Monserrat, M.A. Lago, E. Pareja, S. Brugger and R. López-Andújar, “Estimation of the elastic parameters of human liver biomechanical models by means of medical images and evolutionary computation”, Comput Methods Programs Biomed, 111(3):537-549, 2013.
F. Martínez-Martínez, M.J. Rupérez, J.D. Martín-Guerrero, C. Monserrat, M.A. Lago, E. Pareja and R. López-Andújar, “Parameter optimization of the liver tissue mechanical properties by means of FE modeling of the respiratory liver motion and similarity coefficients”, Int J Comput Assist Radiol Surg, 8(1): S159-S160, 2013.
F. Martínez-Martínez, Lago M.A., M.J. Rupérez, C. Monserrat, “Analysis of several biomechanical models for the simulation of lamb liver behaviour using similarity coefficients from Medical Image”, Comput Methods Biomech Biomed Engin, 16(7):747-757, 2013.
F. Martínez-Martínez, M.J. Rupérez, J.D. Martín-Guerrero, C. Monserrat, E. Pareja, S. Brugger and R. López-Andújar, “Estimation of the biomechanical parameters of the human liver avoiding invasive measuring methods”, 19th Congress of the European Society of Biomechanics (ESB), 2013, Patras, Greece.
F. Martínez-Martínez, M.J. Rupérez, M.A. Lago-Ángel, C. Monserrat, E. Pareja, S. Brugger, M. Cortés and R. López-Andújar, “HepaBio: A tool for the planning and guidance in liver biopsies”, XXX Congreso Anual de la Sociedad Española de Ingeniería Biomédica (CASEIB), 2012, San Sebastián, Spain.
F. Martínez-Martínez, M.J. Rupérez, J.D. Martín-Guerrero, M.A. Lago-Ángel, C. Monserrat, M. Alcañiz, “Estimación de los parámetros elásticos de modelos biomecánicos del hígado a través de imagines médicas y algoritmos evolutivos”, II Reunión del capítulo español de la Sociedad Europea de Biomecánica, 2012, Sevilla, Spain.
Lago-Ángel, C. Monserrat, M. J. Rupérez, J. A. Solvens-Llorens, F. Martínez-Martínez and M. Alcañiz, “Simulación de la deformación de la mama en posición supino partiendo de imágenes de resonancia magnética y usando una cámara Time-of-Flight”, II Reunión del capítulo español de la Sociedad Europea de Biomecánica, 2012, Sevilla, Spain.
M.A. Lago, F. Martínez-Martínez, M. J. Rupérez, C. Monserrat and M. Alcañiz, “Breast Prone-to-Supine Deformation and Registration Using a Time-Of-Flight Camera”, 4th IEEE RAS & EMBS International Conference on Biomedical Robotics and Biomechatronics (BioRob), 1161 – 1163, 2012, Rome, Italy.
F. Martínez-Martínez, M.A. Lago, M.J. Rupérez, C. Monserrat, E. Pareja, M. Cortés, S. Brugger and R. López-Andújar, “A computational method to estimate the elastic parameters of biomechanical models for the in-vivo human liver”, 10th International Symposium Computer Methods in Biomechanics and Biomedical Engineering (CMBBE), 2012, Berlin, Germany.
M. Alajami, J.A. Solves-Llorens, F. Martínez-Martínez, M.J. Rupérez, C. Monserrat, V. Naranjo, M. García, E. Feliu and M. Lloret, “Analysis of the effect of considering gravity in X-Ray mammography simulation”, 10th International Symposium Computer Methods in Biomechanics and Biomedical Engineering (CMBBE), 2012, Berlin, Germany.
M.A. Lago, F. Martínez-Martínez, M.J. Rupérez, C. Monserrat and M. Alcañiz, “A study about coefficients to estimate the error in biomechanical models”, Stud Health Technol Inform, 173:250-256, 19th Medicine Meets Virtual reality (MMVR19), 2012, Newport Beach, California USA.
F. López-Mir, F. Martínez-Martínez, J.J. Fuertes, M. Lago-Ángel, M. Rupérez-Moreno, V. Naranjo and C. Monserrat, “NaRALap: augmented reality system for navigation in laparoscopic surgery”, Int J Comput Assist Radiol Surg, 6(1): S98-S102, 2011.
J.J. Maldonado, F. Martínez-Martínez, M.A. Lago, C. Monserrat, M.J. Rupérez and M. Alcañiz, “Comparative study of three external location devices for respiratory gating and tracking” (in Spanish), XXIX Congreso Anual de la Sociedad Española de Ingeniería Biomédica (CASEIB2011), 2011, Cáceres, Spain.
F. Martínez-Martínez, M.J. Rupérez, M.A. Lago, F. López-Mir, C. Monserrat and M. Alcañiz, “Pneumoperitoneum Technique Simulation in Laparoscopic Surgery on Lamb Liver Samples and 3D Reconstruction”, Stud Health Technol Inform, 163:348-350, 18th Medicine Meets Virtual reality (MMVR18), 2011, Newport Beach, California USA.
M.J. Rupérez, F. Martínez-Martínez, C. Monserrat and M. Alcañiz, “Virtual Fit of Helmets and Gloves for the Evaluation of Individual Protection Equipments”, 17th Congress of the European Society of Biomechanics (ESB2010 2010, Edinburgh, UK.
M.A. Lago-Ángel, F. Martínez-Martínez, M.J. Rupérez and C. Monserrat, “Virtual Suture Threads for Surgery Simulation: A Comparative Study”, 9th International Symposium Computer Methods in Biomechanics and Biomedical Engineering (CMBBE), 2010, Valencia, Spain.
