Michiel Hermans

Michiel Hermans

Post-doc

Michiel.Hermans [AT] UGent.be
+32 9 264 42 32 (phone)
+32 9 264 35 94 (fax)

Parallel Information Systems (PARIS) group
Electronics and Information Systems (ELIS) department
Ghent University
Sint Pietersnieuwstraat 41
9000 Ghent
Belgium


 

Research Project


My research consists mainly of finding unifying concepts within the domain of Machine Learning, more particularly I drink coffee.




    Courses (Assistant)



    Publications to Appear


    Journal papers


    Conference papers



    Publications


    Journal papers

    1. Michiel Hermans, Michaël Burm, Thomas Van Vaerenbergh, Joni Dambre and Peter Bienstman Trainable hardware for dynamical computing using error backpropagation through physical media NATURE COMMUNICATIONS, Vol. 6, pp. 8 (2015)
    2. Michiel Hermans, Joni Dambre and Peter Bienstman Optoelectronic Systems Trained With Backpropagation Through Time IEEE Transactions on Neural Networks and Learning Systems, pp. (2015)
    3. Juan Pablo Carbajal, Joni Dambre, Michiel Hermans and Benjamin Schrauwen Memristor Models for Machine Learning Neural Computation, pp. (2015)
    4. Michiel Hermans, Miguel C. Soriano, Joni Dambre, Peter Bienstman and Ingo Fischer Photonic delay systems as machine learning implementations JOURNAL OF MACHINE LEARNING RESEARCH, Vol. 16, pp. 2081-2097 (2015)
    5. Michiel Hermans, Benjamin Schrauwen, Peter Bienstman and Joni Dambre Automated design of complex dynamic systems PLOS ONE, Vol. 9(1), pp. 11 (2014)
    6. Tim Waegeman, Michiel Hermans and Benjamin Schrauwen MACOP modular architecture with control primitives FRONTIERS IN COMPUTATIONAL NEUROSCIENCE, Vol. 7, pp. 13 (2013)
    7. Michiel Hermans and Benjamin Schrauwen Recurrent kernel machines : computing with infinite echo state networks NEURAL COMPUTATION, Vol. 24(1), pp. 104-133 (2012)
    8. Francis wyffels, Michiel Hermans and Benjamin Schrauwen Building robots as a tool to motivate students into an engineering education AT&P JOURNAL PLUS(2010-2), pp. 113-116 (2010)
    9. Michiel Hermans and Benjamin Schrauwen Memory in linear recurrent neural networks in continuous time NEURAL NETWORKS, Vol. 23(3), pp. 341-355 (2010)

    Conference publications

    1. Michiel Hermans and Benjamin Schrauwen One step Backpropagation Through Time for learning input mapping in reservoir computing applied to speech recognition Circuits and Systems, IEEE International symposium, Proceedings, pp. 521-524 (2010)
    2. Francis wyffels, Michiel Hermans and Benjamin Schrauwen Building robots as a tool to motivate students into an engineering education Proceedings of the 1st International conference on Robotics in Education, pp. 49-52 (2010)
    3. Michiel Hermans and Benjamin Schrauwen Memory in reservoirs for high dimensional input Neural Networks, International Joint Conference, Proceedings, pp. 7 (2010)
    4. Michiel Hermans, Benjamin Schrauwen, Michiel D`Haene and Dirk Stroobandt Biologically inspired features in spiking neural networks Proceedings of the 19th Annual Workshop on Circuits, Systems and Signal Processing, pp. 328-334 (2008)

    Other publications

    1. Michiel Hermans Expanding the theoretical framework of reservoir computing pp. XXIV, 217 (2012)
    2. Michiel Hermans Biologisch ge��nspireerde aspecten in gepulste neurale netwerken Afstudeerwerk FTW, UGent, pp. (2008)