Form Versus Function




Form Versus Function 1st Edition

Book Name : Form Versus Function


Edition : 1st Edition | | ISBN : 3319395513



Category : Medical


Format / Pages : PDF - 374 Pages


Book Description

Form Versus Function pdf

This thesis addresses one of the most fundamental challenges for modern science: how can the brain as a network of neurons process information, how can it create and store internal models of our world, and how can it infer conclusions from ambiguous data? The author addresses these questions with the rigorous language of mathematics and theoretical physics, an approach that requires a high degree of abstraction to transfer results of wet lab biology to formal models.

 

The thesis starts with an in-depth description of the state-of-the-art in theoretical neuroscience, which it subsequently uses as a basis to develop several new and original ideas. Throughout the text, the author connects the form and function of neuronal networks. This is done in order to achieve functional performance of biological brains by transferring their form to synthetic electronics substrates, an approach referred to as neuromorphic computing. The obvious aspect that this transfer can never be perfect but necessarily leads to performance differences is substantiated and explored in detail.

 

The author also introduces a novel interpretation of the firing activity of neurons. He proposes a probabilistic interpretation of this activity and shows by means of formal derivations that stochastic neurons can sample from internally stored probability distributions. This is corroborated by the author’s recent findings, which confirm that biological features like the high conductance state of networks enable this mechanism. The author goes on to show that neural sampling can be implemented on synthetic neuromorphic circuits, paving the way for future applications in machine learning and cognitive computing, for example as energy-efficient implementations of deep learning networks.

 

The thesis offers an essential resource for newcomers to the field and an inspiration for scientists working in theoretical neuroscience and the future of computing.

 

 


Preview Form Versus Function Pdf

Preview eBook

Download Form Versus Function 1st Edition Pdf




This site comply with DMCA digital copyright. We do not store files not owned by us, or without the permission of the owner. We also do not have links that lead to sites DMCA copyright infringement.


If You feel that this book is belong to you and you want to unpublish it, Please Contact us .


Books For Same Author:


Search

Most Read

Learn ARCore - Fundamentals of Google ARCore Splunk 7 Essentials Pocket CIO Writing Computer Code: Learn The Language Of Computers! Hands-On Cloud Development with WildFly Cloud Security Automation Mastering Xamarin.Forms Rust Standard Library Cookbook

Last Added

Anatomy: An Essential Textbook Hair and Scalp Disorders Neural Tube Defects: 14 (Pediatric Habilitation) Introduction to Health Services Management The Auxiliary Nurse An Introduction to the Visual System Anticancer Agents from Natural Products Imaging Of Bones And Joints: A Concise Multimodality Approach Manual Therapy: NAGS, SNAGS, MWMS, etc. Osteoporosis Juta's Manual Of Nursing Advanced MR Neuroimaging: From Theory to Clinical Practice