Publications
]
Echo-State Networks with Band-Pass Neurons: Towards Generic Time-Scale-Independent Reservoir Structures,
, Raben-Steinfeld, Germany, Planet intelligent systems GmbH, October, 2007.
"Alternative Konvergenzmaße für die Beschreibung des Verhaltens von Echo - State - Netzen",
insitute for mathematics, vol. Diploma, Rostock, University of Rostock, pp. 68, 05/2009.
Abstract
Download: Diplomarbeit T. Strauß.pdf (1.35 MB)
Echo State Networks for Adaptive Filtering,
: University of Applied Sciences Bonn-Rhein-Sieg, 2006.
Abstract
Download: Kucukemre.pdf (1.11 MB)
Een studie van de {L}iquid {S}tate {M}achine: een woordherkenner,
: Ghent University, ELIS department, 2004.
Exploration of effects of different network topologies on the ESN signal crosscorrelation matrix spectrum,
: School of Engineering & Science at International University Bremen, 2004.
On real-world temporal pattern recognition using Liquid State Machines,
: Institute for Information and Computing Sciences, Utrecht University, Submitted.
"Reservoir Computing and Self-Organized Neural Hierarchies",
School of Engineering and Science, vol. PhD: Jacobs University Bremen, 2012.
Abstract
Download: Mantas_Lukosevicius_PhD_thesis.pdf (3.13 MB)
"Reservoir Computing Architectures for Modeling Robot Navigation Systems",
Department of Electronic and Information Systems , vol. PhD, Gent, Universiteit Gent, 2011.
Abstract
Download: PhD_Eric_final.pdf (21.33 MB)
"Reservoir Computing: computation with dynamical systems",
Electronics and Information Systems, Gent, Ghent University, pp. 190, 2009.
Download: dvrstrae_organic.pdf (7.23 MB)
Spraakherkenning met reservoir computing,
: Universiteit Gent, 2006.
Discovering multiscale dynamical features with hierarchical Echo State Networks,
: Jacobs University Bremen, 2007.
Distortion invariant feature extraction with Echo State Networks,
, no. 24: Jacobs University Bremen, October, 2010.
Echo state networks with trained feedbacks,
, no. 4: Jacobs University Bremen, February, 2007.
"Generating exponentially many periodic attractors with linearly growing Echo State Networks",
IUB technical report, vol. 3, pp. 1–26, 2006.
"Minimal Energy Control of an ESN Pattern Generator",
Jacobs University Technical Report, no. 26: Jacobs University Bremen, 2011.
Abstract
On self-organizing reservoirs and their hierarchies,
, no. 25: Jacobs University Bremen, October, 2010.
"Short term memory in echo state networks",
GMD Report 152: German National Research Center for Information Technology, 2001.
Time warping invariant echo state networks,
, no. 2: Jacobs University Bremen, May, 2006.
"Tutorial on training recurrent neural networks, covering {BPTT}, {RTRL}, {EKF} and the ``echo state network'' approach",
GMD Report 159: German National Research Center for Information Technology, pp. 48 pp., 2002.
"The ``echo state'' approach to analysing and training recurrent neural networks - with an Erratum note",
GMD Report 148: German National Research Center for Information Technology, 2001.
"The "Liquid Computer": A Novel Strategy for Real-Time Computing on Time Series",
Special Issue on Foundations of Information Processing of {TELEMATIK}, vol. 8, no. 1, pp. 39–43, 2002.
Abstract
"2007 Special Issue: Learning grammatical structure with Echo State Networks",
Neural Networks, vol. 20, no. 3, Oxford, UK, UK, Elsevier Science Ltd., pp. 424–432, 2007.
"Analogical transfer in sequence learning. Human and neural-network models of frontostriatal function",
Annals of the New York Academy of Sciences, vol. 769, pp. 369-73 , 1995.
Abstract
"Analogical transfer is effective in a serial reaction time task in Parkinson's disease: evidence for a dissociable form of sequence learning",
Neuropsychologia, vol. 35, no. 1, pp. 1-9, 1997.
Abstract
"Analysis and Design of Echo State Networks",
Neural Computation, vol. 19, pp. 111–138, 2006.
