Now showing items 1-20 of 32

  • A machine learning methodology for the selection and classification of spontaneous spinal cord dorsum potentials allows disclosure of structured (non-random) changes in neuronal connectivity induced by nociceptive stimulation 

    Martín Muñoz, Mario; Contreras-Hernández, Enrique; Béjar Alonso, Javier; Espósito, Gennaro; Chávez, Diógenes; Glusman, Silvio; Cortés García, Claudio Ulises; Rudomín, Pablo (2015-08-26)
    Article
    Open Access
  • Animats adaptation to complex environments as learning guided by evolution 

    Martín Muñoz, Mario; Garcia, Màrius; Cortés García, Claudio Ulises (1995-03)
    External research report
    Open Access
    In this paper, a new approach to adapt animats to complex environments is proposed. It is based on the advantages and drawbacks of two known strategies: learning and evolution. The proposed approach uses a new learning by ...
  • Approximate policy iteration using regularized Bellman residuals minimization 

    Esposito, Gennaro; Martín Muñoz, Mario (Taylor & Francis, 2016)
    Article
    Open Access
    Reinforcement Learning (RL) provides a general methodology to solve complex uncertain decision problems, which are very challenging in many real-world applications. RL problem is modeled as a Markov Decision Process (MDP) ...
  • A randomized algorithm for the exact solution of transductive support vector machines 

    Esposito, Gennaro; Martín Muñoz, Mario (2015-05-13)
    Article
    Open Access
    Random sampling is an efficient method for dealing with constrained optimization problems. In computational geometry, this method has been successfully applied, through Clarkson’s algorithm (Clarkson 1996), to solve a ...
  • Deep learning for detecting freezing of gait episodes in Parkinson’s disease based on accelerometers 

    Camps, Julià; Samà Monsonís, Albert; Martín Muñoz, Mario; Rodríguez Martín, Daniel Manuel; Pérez López, Carlos; Alcaine, Sheila; Mestre, Berta; Prats, Anna; Crespo, M. Cruz; Cabestany Moncusí, Joan; Bayés, Àngels; Català Mallofré, Andreu (2017)
    Conference report
    Open Access
    Freezing of gait (FOG) is one of the most incapacitating symptoms among the motor alterations of Parkinson’s disease (PD). Manifesting FOG episodes reduce patients’ quality of life and their autonomy to perform daily living ...
  • Deep learning for freezing of gait detection in Parkinson’s disease patients in their homes using a waist-worn inertial measurement unit 

    Camps, Julià; Samà Monsonís, Albert; Martín Muñoz, Mario; Rodríguez Martín, Daniel Manuel; Pérez López, Carlos; Moreno Aróstegui, Juan Manuel; Cabestany Moncusí, Joan; Català Mallofré, Andreu; Alcaine, Sheila; Mestre, Berta; Prats, Anna; Crespo, M. Cruz; Counihan, Timothy; Browne, Patrick; Quinlan, Leo R.; ÓLaighin, Gearóid; Sweeney, Dean; Lewy, Hadas; Vainstein, Gabriel; Costa, Alberto; Annicchiarico, Roberta; Bayés, Àngels; Rodríguez Molinero, Alejandro (2017-10-16)
    Article
    Restricted access - publisher's policy
    Among Parkinson’s disease (PD) motor symptoms, freezing of gait (FOG) may be the most incapacitating. FOG episodes may result in falls and reduce patients’ quality of life. Accurate assessment of FOG would provide objective ...
  • Examen final (Curs 2013-2014) 

    Martín Muñoz, Mario; Catala Roig, Neus (Universitat Politècnica de Catalunya, 2014-06-19)
    Exam
    Restricted access to the UPC academic community
  • Examen final (Curs 2014-2015) 

    Martín Muñoz, Mario; Catala Roig, Neus (Universitat Politècnica de Catalunya, 2015-06-08)
    Exam
    Restricted access to the UPC academic community
  • Examen final (Curs 2015-2016) 

    Martín Muñoz, Mario; Catala Roig, Neus (Universitat Politècnica de Catalunya, 2016-06-17)
    Exam
    Restricted access to the UPC academic community
  • Examen parcial 1 (Curs 2011-2012) 

    Martín Muñoz, Mario; Catala Roig, Neus (Universitat Politècnica de Catalunya, 2012-03-28)
    Exam
    Restricted access to the UPC academic community
  • Examen parcial 1 (Curs 2013-2014) 

    Martín Muñoz, Mario; Catala Roig, Neus (Universitat Politècnica de Catalunya, 2014-04-07)
    Exam
    Restricted access to the UPC academic community
  • Examen parcial 1 (Curs 2014-2015) 

    Martín Muñoz, Mario; Catala Roig, Neus (Universitat Politècnica de Catalunya, 2015-04-07)
    Exam
    Restricted access to the UPC academic community
  • Examen parcial 1 (Curs 2015-2016) 

    Martín Muñoz, Mario; Catala Roig, Neus (Universitat Politècnica de Catalunya, 2016-04-11)
    Exam
    Restricted access to the UPC academic community
  • Examen parcial 1 (Curs 2016-2017) 

    Martín Muñoz, Mario; Catala Roig, Neus (Universitat Politècnica de Catalunya, 2017-04-06)
    Exam
    Restricted access to the UPC academic community
  • Examen parcial 2 (Curs 2011-2012) 

    Martín Muñoz, Mario; Catala Roig, Neus (Universitat Politècnica de Catalunya, 2012-05-28)
    Exam
    Restricted access to the UPC academic community
  • Examen parcial 2 (Curs 2012-2013) 

    Martín Muñoz, Mario; Catala Roig, Neus (Universitat Politècnica de Catalunya, 2013-06-05)
    Exam
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  • Examen parcial 2 (Curs 2013-2014) 

    Martín Muñoz, Mario; Catala Roig, Neus (Universitat Politècnica de Catalunya, 2014-06-09)
    Exam
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  • Examen parcial 2 (Curs 2014-2015) 

    Martín Muñoz, Mario; Catala Roig, Neus (Universitat Politècnica de Catalunya, 2015-06-01)
    Exam
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  • Examen parcial 2 (Curs 2015-2016) 

    Martín Muñoz, Mario; Catala Roig, Neus (Universitat Politècnica de Catalunya, 2016-06-06)
    Exam
    Restricted access to the UPC academic community
  • Examen parcial 2 (Curs 2016-2017) 

    Martín Muñoz, Mario; Catala Roig, Neus (Universitat Politècnica de Catalunya, 2017-06-05)
    Exam
    Restricted access to the UPC academic community