Constructing Robust Liquid State Machines to Process Highly Variable Data Streams

Artificial Neural Networks and Machine Learning – ICANN 2012 - Lecture Notes in Computer Science ◽

10.1007/978-3-642-33269-2_76 ◽

2012 ◽

pp. 604-611 ◽

Cited By ~ 12

Author(s):

Stefan Schliebs ◽

Maurizio Fiasché ◽

Nikola Kasabov

Keyword(s):

Data Streams ◽

Liquid State ◽

State Machines ◽

Variable Data

Download Full-text

Continuous Classification of Spatio-temporal Data Streams Using Liquid State Machines

Neural Information Processing - Lecture Notes in Computer Science ◽

10.1007/978-3-642-34478-7_76 ◽

2012 ◽

pp. 626-633 ◽

Cited By ~ 4

Author(s):

Stefan Schliebs ◽

Doug Hunt

Keyword(s):

Data Streams ◽

Liquid State ◽

State Machines ◽

Temporal Data ◽

Spatio Temporal

Download Full-text

Facial expression recognition based on Liquid State Machines built of alternative neuron models

2009 International Joint Conference on Neural Networks ◽

10.1109/ijcnn.2009.5179025 ◽

2009 ◽

Cited By ~ 7

Author(s):

Beata J. Grzyb ◽

Eris Chinellato ◽

Grzegorz M. Wojcik ◽

Wieslaw A. Kaminski

Keyword(s):

Facial Expression ◽

Liquid State ◽

Facial Expression Recognition ◽

Expression Recognition ◽

State Machines ◽

Neuron Models

Download Full-text

Neurorobotic simulations on the degradation of multiple column liquid state machines

2017 International Joint Conference on Neural Networks (IJCNN) ◽

10.1109/ijcnn.2017.7965834 ◽

2017 ◽

Author(s):

R. de Azambuja ◽

D. H. Garcia ◽

M. F. Stoelen ◽

A. Cangelosi

Keyword(s):

Liquid State ◽

State Machines

Download Full-text

Predicting Performance using Approximate State Space Model for Liquid State Machines

2019 International Joint Conference on Neural Networks (IJCNN) ◽

10.1109/ijcnn.2019.8852038 ◽

2019 ◽

Author(s):

A. Gorad ◽

V. Saraswat ◽

U. Ganguly

Keyword(s):

State Space ◽

Liquid State ◽

State Space Model ◽

State Machines ◽

Space Model ◽

Predicting Performance

Download Full-text

Hardware efficient, neuromorphic dendritically enhanced readout for liquid state machines

2013 IEEE Biomedical Circuits and Systems Conference (BioCAS) ◽

10.1109/biocas.2013.6679699 ◽

2013 ◽

Cited By ~ 9

Author(s):

Subhrajit Roy ◽

Arindam Basu ◽

Shaista Hussain

Keyword(s):

Liquid State ◽

State Machines

Download Full-text

Spatiotemporal Pattern Recognition via Liquid State Machines

The 2006 IEEE International Joint Conference on Neural Network Proceedings ◽

10.1109/ijcnn.2006.246880 ◽

2006 ◽

Cited By ~ 9

Author(s):

E. Goodman ◽

D. Ventura

Keyword(s):

Pattern Recognition ◽

Liquid State ◽

Spatiotemporal Pattern ◽

State Machines ◽

Spatiotemporal Pattern Recognition

Download Full-text

An Epilepsy and Seizure Classification Approach Based on Multi-Spike Liquid State Machines

2019 15th International Conference on Computational Intelligence and Security (CIS) ◽

10.1109/cis.2019.00030 ◽

2019 ◽

Author(s):

Mengwei Zhang ◽

Xianghong Lin ◽

Pangao Du

Keyword(s):

Liquid State ◽

State Machines ◽

Classification Approach ◽

Seizure Classification

Download Full-text

Intelligent Reservoir Generation for Liquid State Machines using Evolutionary Optimization

2019 International Joint Conference on Neural Networks (IJCNN) ◽

10.1109/ijcnn.2019.8852472 ◽

2019 ◽

Cited By ~ 4

Author(s):

John J. M. Reynolds ◽

James S. Plank ◽

Catherine D. Schuman

Keyword(s):

Liquid State ◽

Evolutionary Optimization ◽

State Machines

Download Full-text

A novel digital neuromorphic architecture efficiently facilitating complex synaptic response functions applied to liquid state machines

2017 International Joint Conference on Neural Networks (IJCNN) ◽

10.1109/ijcnn.2017.7966150 ◽

2017 ◽

Cited By ~ 4

Author(s):

Michael R. Smith ◽

Aaron J. Hill ◽

Kristofor D. Carlson ◽

Craig M. Vineyard ◽

Jonathon Donaldson ◽

...

Keyword(s):

Liquid State ◽

State Machines ◽

Response Functions ◽

Synaptic Response ◽

Neuromorphic Architecture

Download Full-text

Scaling up liquid state machines to predict over address events from dynamic vision sensors

Bioinspiration & Biomimetics ◽

10.1088/1748-3190/aa7663 ◽

2017 ◽

Vol 12 (5) ◽

pp. 055001 ◽

Cited By ~ 5

Author(s):

Jacques Kaiser ◽

Rainer Stal ◽

Anand Subramoney ◽

Arne Roennau ◽

Rüdiger Dillmann

Keyword(s):

Liquid State ◽

Scaling Up ◽

State Machines ◽

Vision Sensors ◽

Dynamic Vision

Download Full-text