Research Explorer

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Researcher

Michiel Hermans

Awards & Distinctions

14 Results

2015

Memristor models for machine learning

Juan Pablo CarbajalJoni DambreMichiel HermansBenjamin Schrauwen

A1 Journal Article in NEURAL COMPUTATION

Optoelectronic systems trained with backpropagation through time

Michiel HermansJoni DambrePeter Bienstman

A1 Journal Article in IEEE Transactions on Neural Networks and Learning Systems

Photonic delay systems as machine learning implementations

Michiel HermansMiguel C. SorianoJoni DambrePeter BienstmanIngo Fischer

A1 Journal Article in JOURNAL OF MACHINE LEARNING RESEARCH

Trainable hardware for dynamical computing using error backpropagation through physical media

Michiel HermansMichaël BurmThomas Van VaerenberghJoni DambrePeter Bienstman

A1 Journal Article in NATURE COMMUNICATIONS

2014

Automated design of complex dynamic systems

Michiel HermansBenjamin SchrauwenPeter BienstmanJoni Dambre

A1 Journal Article in PLOS ONE

2013

MACOP modular architecture with control primitives

Tim WaegemanMichiel HermansBenjamin Schrauwen

A1 Journal Article in FRONTIERS IN COMPUTATIONAL NEUROSCIENCE

2012

Expanding the theoretical framework of reservoir computing

Michiel HermansBenjamin Schrauwen

Recurrent kernel machines : computing with infinite echo state networks

Michiel HermansBenjamin Schrauwen

A1 Journal Article in NEURAL COMPUTATION

2010

Building robots as a tool to motivate students into an engineering education

Francis wyffelsMichiel HermansBenjamin Schrauwen

A2 Journal Article in AT&P JOURNAL PLUS

Building robots as a tool to motivate students into an engineering education

Francis wyffelsMichiel HermansBenjamin Schrauwen

Memory in linear recurrent neural networks in continuous time

Michiel HermansBenjamin Schrauwen

A1 Journal Article in NEURAL NETWORKS

Memory in reservoirs for high dimensional input

Michiel HermansBenjamin Schrauwen

One step backpropagation through time for learning input mapping in reservoir computing applied to speech recognition

Michiel HermansBenjamin Schrauwen

2008

Biologically inspired features in spiking neural networks

Michiel HermansBenjamin SchrauwenMichiel D'HaeneDirk Stroobandt