{"product_id":"reconstruction-identification-and-implementation-methods-for-spiking-neural-circuits-von-dorian-florescu","title":"Reconstruction, Identification and Implementation Methods for Spiking Neural Circuits","description":"\n                \u003cp\u003eThis work is motivated by the ongoing open question of how information in the outside world is represented and processed by the brain. Consequently, several novel methods are developed.\u003c\/p\u003e\n\n\u003cp\u003eA new mathematical formulation is proposed for the encoding and decoding of analog signals using integrate-and-fire neuron models. Based on this formulation, a novel algorithm, significantly faster than the state-of-the-art method, is proposed for reconstructing the input of the neuron.\u003c\/p\u003e\n\n\u003cp\u003eTwo new identification methods are proposed for neural circuits comprising a filter in series with a spiking neuron model. These methods reduce the number of assumptions made by the state-of-the-art identification framework, allowing for a wider range of models of sensory processing circuits to be inferred directly from input-output observations.\u003c\/p\u003e\n\nA third contribution is an algorithm that computes the spike time sequence generated by an integrate-and-fire neuron model in response to the output of a linear filter, given the input of the filter encoded with the same neuron model.\u003cp\u003e\u003c\/p\u003e\n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783319570808\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783319860725\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Hardcover - 9783319570808","offer_id":28571981348957,"sku":"9783319570808","price":106.99,"currency_code":"EUR","in_stock":true},{"title":"Softcover - 9783319860725","offer_id":39421007921245,"sku":"9783319860725","price":106.99,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/66603f56-5cda-452c-9b30-c567a2c3314a.jpg?v=1775710136","url":"https:\/\/shop.autorenwelt.de\/products\/reconstruction-identification-and-implementation-methods-for-spiking-neural-circuits-von-dorian-florescu","provider":"Autorenwelt Shop","version":"1.0","type":"link"}