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*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.

- Provides a high-level introduction and detailed reviews of the neural, statistical and machine learning knowledge base as a foundation for a new era of smarter machines
- Argues that smarter machine learning to handle both explanation and prediction without cognitive bias must have a foundation in cognitive neuroscience and must embody similar explicit and implicit learning principles that occur in the brain
- Offers a new neuromorphic foundation for machine learning based upon the reduced error logistic regression (RELR) method and provides simple examples of RELR computations in toy problems that can be accessed in spreadsheet workbooks through a companion website

- Author:
**Daniel M. Rice (Auth.)** - Year:
**2014** - Publisher:
**Academic Press** - Language:
**English** - ISBN:
**978-0-12-410407-5**

- File size:
**6 704 075** - Format:
**pdf**

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From the reviews of the First Edition."An interesting, useful, and well-written book on logistic regression models . . . Hosmer and Lemeshow have used very little mathematics, have presented difficult concepts heuristically and through illustrative exampl...

This book examines statistical models for frequency data. The primary focus is on log-linear models for contingency tables,but in this second edition,greater emphasis has been placed on logistic regression. Topics such as logistic discrimination and gener...

This is the second edition of this text on logistic regression methods. As in the first edition, each chapter contains a presentation of its topic in "lecture-book" format together with objectives, an outline, key formulae, practice exercises, and a test....

The primary focus here is on log-linear models for contingency tables, but in this second edition, greater emphasis has been placed on logistic regression. The book explores topics such as logistic discrimination and generalised linear models, and builds ...

Organizational cognition concerns the processes which provide agents and organizations with the ability to learn, make decisions, and solve problems. Organizational and Technological Implications of Cognitive Machines: Designing Future Information Manage...

If you are a researcher or student with experience in multiple linear regression and want to learn about logistic regression, this book is for you! Informal and nontechnical, Paul Allison's Logistic Regression Using SAS: Theory and Application both explai...

This book discusses how to model a binary outcome variable from a linear regression analysis point of view. It develops the logistic regression model and describes its use in methods for modelling the relationship between a dichotomous outcome variable an...

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Data science libraries, frameworks, modules, and toolkits are great for doing data science, but theyâ€™re also a good way to dive into the discipline without actually understanding data science. In this book, youâ€™ll learn how many of the most fundamental da...

With assignments based on geography or a student's ethnic and cultural background as staples in many middle schools today, U Â·X Â·L presents a new resource devoted to physical geography. Designed specifically for students in grades 5-12, this 5-vol. Set i...

From July 16 through July 21, 1984 a group of American and West German scholars met in Marburg, West Germany to discuss their comÂ mon work on the topic of justice in social relations. For over 30 hours they presented papers, raised questions about each o...

"As someone who uses jQuery on a regular basis, it was surprising to discover how much of the library Iâ€™m not using. This book is indispensable for anyone who is serious about using jQuery for non-trivial applications." -- Raffaele Cecco, longtime develop...

This short book provides a practical introduction to HTML5. HTML (HyperText Markup Language) is the predominant language of web pages. Originally developed as a way to describe and share scientific papers, HTML is now used to mark up all sorts of document...

jQuery is one of today's most popular JavaScript web application development frameworks and libraries. jQuery Recipes can get you started with jQuery quickly and easily, and it will serve as a valuable long-term reference. The book begins with small initi...