Calculus of Thought: Neuromorphic Logistic Regression in Cognitive Machines

Author:   Daniel M Rice (Principal and Senior Scientist and founder of Rice Analytics, St Louis, MO, USA)
Publisher:   Elsevier Science Publishing Co Inc
ISBN:  

9780124104075


Pages:   272
Publication Date:   17 December 2013
Format:   Hardback
Availability:   Manufactured on demand   Availability explained
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Calculus of Thought: Neuromorphic Logistic Regression in Cognitive Machines


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Overview

Calculus of Thought: Neuromorphic Logistic Regression in Cognitive Machines is a must-read for all scientists about a very simple computation method designed to simulate big-data neural processing. This book is inspired by the Calculus Ratiocinator idea of Gottfried Leibniz, which is that machine computation should be developed to simulate human cognitive processes, thus avoiding problematic subjective bias in analytic solutions to practical and scientific problems. The reduced error logistic regression (RELR) method is proposed as such a ""Calculus of Thought."" This book reviews how RELR's completely automated processing may parallel important aspects of explicit and implicit learning in neural processes. It emphasizes the fact that RELR is really just a simple adjustment to already widely used logistic regression, along with RELR's new applications that go well beyond standard logistic regression in prediction and explanation. Readers will learn how RELR solves some of the most basic problems in today’s big and small data related to high dimensionality, multi-colinearity, and cognitive bias in capricious outcomes commonly involving human behavior.

Full Product Details

Author:   Daniel M Rice (Principal and Senior Scientist and founder of Rice Analytics, St Louis, MO, USA)
Publisher:   Elsevier Science Publishing Co Inc
Imprint:   Academic Press Inc
Dimensions:   Width: 15.20cm , Height: 1.80cm , Length: 22.90cm
Weight:   0.510kg
ISBN:  

9780124104075


ISBN 10:   012410407
Pages:   272
Publication Date:   17 December 2013
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Hardback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

Preface: A Personal Perspective 1. Calculus Ratiocinator 2. Most Likely Inference 3. Conditional Probability Learning 4. Causal Reasoning 5. Neural Calculus 6. Oscillating Neural Synchrony 7. Neural Natural Selection and Alzheimer’s Disease 8. Let Us Calculate Appendix One: The RELR Formulation Appendix Two: The 2004 Election Weekend Survey Model

Reviews

...Rice argues that cognitive machines will need to be neuromorphic, that is, based upon neuroscience, in order to simulate aspects of human cognition. He sets out the most fundamental and important concepts in modern cognitive neuroscience, including neural dynamics, implicit and explicit learning, neural synchrony, Hebbian spike-timing dependent plasticity, and neural Darwinism. --ProtoView.com, February 2014


...Rice argues that cognitive machines will need to be neuromorphic, that is, based upon neuroscience, in order to simulate aspects of human cognition. He sets out the most fundamental and important concepts in modern cognitive neuroscience, including neural dynamics, implicit and explicit learning, neural synchrony, Hebbian spike-timing dependent plasticity, and neural Darwinism. --ProtoView.com, February 2014


.Rice argues that cognitive machines will need to be neuromorphic, that is, based upon neuroscience, in order to simulate aspects of human cognition. He sets out the most fundamental and important concepts in modern cognitive neuroscience, including neural dynamics, implicit and explicit learning, neural synchrony, Hebbian spike-timing dependent plasticity, and neural Darwinism. --ProtoView.com, February 2014


Author Information

Daniel M. Rice Principal and Senior Scientist and founder of Rice Analytics in St Louis, MO, USA

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