Magnus Johnsson
Cognitive Scientist, Computer Scientist
Associative Self-Organizing Map
Artificial Intelligence in Medicine
Together with Spanish collaborators, in particular David Gil at the University of Alicante, I have been involved in work on medical applications of artificial intelligence. Together we have done work on modelling dysfunctions as well as the use of artificial intelligence methods as decision support systems in medicine, for example in fields like urology, Parkinson and fertility.
Related Publications
Girela, J.L., Gil, D., Johnsson, M., Gomez-Torres, M.J., and De Juan, J. (2013). Semen Parameters Can Be Predicted from Environmental Factors and Lifestyle Using Artificial Intelligence Methods. Biology of Reproduction.
Gil, D., Girela, J.L., De Juan, J., Gomez-Torres, M.J., and Johnsson, M. (2012). Predicting seminal quality with Artificial Intelligence methods. Journal of Expert Systems With Applications, 39, 16, 12564-12573, ISSN 0957-4174.
Gil, D. and Johnsson, M. (2011). Support vector machines in medical classification tasks. In Brandon H. Boyle (ed), Support Vector Machines: Data Analysis, Machine Learning and Applications, Nova Science Publishers, Inc., ISBN 978-1-61209-342-0.
Gil Mendez, D., Johnsson, M., Garcia Chamizo, J.M., Soriano Paya, A., and Ruiz Fernandez, D. (2011). Modelling of urological dysfunctions with neurological etiology by means of their centres involved. Applied Soft Computing, 11, 4448-4457.
Gil Mendez, D., Johnsson, M., Garcia Chamizo, J.M., Soriano Paya, A., and Ruiz Fernandez, D. (2010). Decision support system for the diagnosis of urological dysfunctions based on fuzzy logic. In Ponce de Leon F. de Carvalho, A., Rodriguez-Gonzalez, S., De Paz, J.F., Corchado, J.M. (Eds.), Proceedings of the International Symposium on Distributed Computing and Artificial Intelligence 2010 (DCAI 2010), Springer-Verlag, 425-433. ISBN: 978-3-642-14882-8.
Gil Mendez, D., and Johnsson, M. (2010). Using Support Vector Machines in Diagnoses of Urological Dysfunctions. Journal of Expert Systems With Applications, 37, 6, 4713-4718.
Gil Mendez, D., and Johnsson, M. (2009). Diagnosing Parkinson by using artificial neural networks and support vector machines. Global Journal of Computer Science and Technology, 1.2, 63-71.
Gil Mendez, D., Johnsson, M., Garcia Chamizo, J.M., Soriano Paya, A., and Ruiz Fernandez, D. (2009). Application of artificial neural networks in the diagnosis of urological dysfunctions. Journal of Expert Systems With Applications, 36, 5754-5760.
Gil Mendez, D., Johnsson, M., Soriano Paya, A., and Ruiz Fernandez, D. (2008). Artificial Neural Networks for Diagnoses of Dysfunctions in Urology. Proceedings of Healthinf 2008, Madeira, Portugal, 191-196.