Implementation of Liquid State Machines
Does anybody know of an (open source) implementation of L开发者_如何学Goiquid State Machines?
Here is something for the similar echo state networks: http://mloss.org/software/view/138/
There is an attempt to code LSM in brian simulator (open source-python)
Maybe you will get some helpful hints or Code from here:
https://groups.google.com/forum/#!msg/briansupport/kh0QkcHhmNM/VTqaOhhGDBUJ
Have you tried the PCSIM: A Parallel neural Circuit SIMulator? http://www.lsm.tugraz.at/pcsim/ It's a very hard to understand code, but its is the original LSM of Prof. Wolfgang Maass paper
Open Source implementation C# of Liquid State Machine https://bitbucket.org/Hananel/liquid-state-machine/wiki/Home.
The C# code is improvement of the Liquid State Machines as normally defined by Maass et al (1), by using small world connectivity that make the model less vulnerable to failures in parts of the liquid. its solve this issue by specifying certain kinds of topological constraints (such as “small world assumption”), which have been claimed are reasonably plausible biologically, can restore robustness in this sense to LSM.
For more details analysis Hazan, H. and Manevitz, L., Topological constraints and robustness in liquid state machines, Expert Systems with Applications, Volume 39, Issue 2, Pages 1597-1606, http://dx.doi.org/10.1016/j.eswa.2011.06.052, February 2012
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