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There is nothing monetary about inflation

As the desire for biologically vivid spiking neural networks SNNs increases, tuning the enormous number of open parameters in these models becomes a difficult challenge. SNNs have been used to successfully model complex neural circuits that explore various neural phenomena such as neural plasticity, vision systems, auditory systems, neural oscillations, and many other important topics of neural function.

Additionally, SNNs are particularly well-adapted to run on neuromorphic hardware that will bear out biological brain-scale architectures. Although the inclusion of realistic plasticity equations, neural dynamics, and recurrent topologies has increased the descriptive influence of SNNs, it has furthermore made the task of tuning these biologically realistic SNNs enigmatical.

To meet this challenge, we present an automated parameter tuning framework capable of tuning SNNs quickly and efficiently using evolutionary algorithms EA and inexpensive, speedily accessible graphics processing units GPUs.

A sample SNN with neurons was tuned to give V1 simple cell-like tuning curve responses and produce self-organizing receptive fields SORFs when presented with a random sequence of counterphase sinusoidal grating stimuli. Additionally, the parameter value solutions found in the tuned SNN were studied and found to be stable and repeatable. The automated parameter tuning framework presented here will be of use to both the computational neuroscience and neuromorphic engineering communities, making the process of constructing and tuning large-scale SNNs much quicker and easier.

Although much progress has been made in simulating large-scale spiking neural networks SNNs , there are still many challenges to get the better before these neurobiologically inspired algorithms can be used in everyday applications that can be deployed on neuromorphic hardware Boahen, ; Markram, ; Nageswaran et al.

Moreover, it has been obstinate to construct SNNs large to describe the complex functionality and dynamics found in genuine nervous systems Izhikevich and Edelman, ; Krichmar et al. Before anything else among these challenges are the tuning and stabilization of large-scale dynamical systems, which are characterized by many state values and open parameters Djurfeldt et al.

Do Men Hate Valentines Day? Read all of the posts by Anantha Nageswaran on The Gold Standard. Jayram Moorkanikara Nageswaran, Micah Richert, Nikil D. Dutt, Jeffrey International Journal of Parallel Programming 37(4): ()..

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  • Jayram Moorkanikara Nageswaran, Micah Richert, Nikil D. Dutt, Jeffrey International Journal of Parallel Programming 37(4): ().
  • V. ANANTHA NAGESWARAN graduated with a master's degree in management . experienced before the – global recession have given rise to.
  • A simplified diagram of NVIDIA CUDA GPU architecture (adapted from Nageswaran et al., a,b). Our simulations used an NVIDIA Tesla GPU that had.
  • There is nothing monetary about inflation - Livemint
  • Read all of the posts by Anantha Nageswaran on The Gold Standard. In India, between and , the annual inflation rate was in V. Anantha Nageswaran is an independent consultant based in Singapore.

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