Clustered and deep echo state networks for signal noise reduction

Separation of chaotic signals by reservoir computing

(2020) Sanjukta Krishnagopal et al.   CHAOS

Clustering of Neural Activity: A Design Principle for Population Codes

(2020) Michael J. Berry et al.   Frontiers in Computational Neuroscience

Determining the Hierarchical Architecture of the Human Brain Using Subject-Level Clustering of Functional Networks

(2019) Teddy J. Akiki et al.   Scientific Reports

Observing spatio-temporal dynamics of excitable media using reservoir computing

(2018) Roland S. Zimmermann et al.   CHAOS

Design of deep echo state networks

(2018) Claudio Gallicchio et al.   NEURAL NETWORKS

Deep learning

(2015) Yann LeCun et al.   NATURE

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

Parallel photonic information processing at gigabyte per second data rates using transient states

(2013) Daniel Brunner et al.   Nature Communications

Photonic information processing beyond Turing: an optoelectronic implementation of reservoir computing

(2012) L. Larger et al.   OPTICS EXPRESS

Information processing using a single dynamical node as complex system

(2011) L. Appeltant et al.   Nature Communications

Modelling hierarchical structure in functional brain networks

(2010) P. M. Gleiser et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Short-term stock price prediction based on echo state networks

(2008) Xiaowei Lin et al.   EXPERT SYSTEMS WITH APPLICATIONS

Mapping the Structural Core of Human Cerebral Cortex

(2008) Patric Hagmann et al.   PLOS BIOLOGY