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Item specifics
- Condition
- PublishedOn
- 2012-08-14
- Title
- Computing with spikes
- ISBN
- 9783659203947
- Publication Year
- 2012
- Type
- Textbook
- Format
- Paperback
- Language
- English
- Publication Name
- Computing with Spikes
- Item Height
- 229mm
- Publisher
- LAP
- Item Width
- 152mm
- Subject
- Engineering & Technology
- Item Weight
- 254g
- Number of Pages
- 168 Pages
About this product
Product Information
In this work we studied at a practical level how computation with action potentials (spikes) can be performed. We address the problem of programming of a dynamical system modeled as a neural network and considering both, hardware and software implementations. For this, we considered a discrete-time spiking neuron model, which was introduced by Soula et al. in 2006, and called BMS. On one hand, we proposed an efficient method to properly estimate the parameters (delayed synaptic weights) of a neural network from the observation of its spiking dynamics. Thus, the idea was to avoid the underlying NP-complete problem (when both weights and inter-neural transmission delays are considered in the parameters estimation). So far, our method defines a Linear Programming (LP) system to perform the parameters estimation. Another aspect considered in this work was the fact that we included a reservoir computing mechanism (hidden network) as to increase the computational power as to add robustness. Furthermore, these ideas are applied to implement input-output transformation for learning the implicit parameters of the corresponding transfer function.
Product Identifiers
Publisher
LAP
ISBN-13
9783659203947
eBay Product ID (ePID)
138488141
Product Key Features
Publication Name
Computing with Spikes
Format
Paperback
Language
English
Subject
Engineering & Technology
Publication Year
2012
Type
Textbook
Number of Pages
168 Pages
Dimensions
Item Height
229mm
Item Width
152mm
Item Weight
254g
Additional Product Features
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Germany
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WRAP Ltd.
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eBay item number:126295882133
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some of the puzzles were already filled in. good job we have a sense of humour and laughed about it lol
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It's a very good book to read. Thank you!!!!