Read Intelligence Emerging: Adaptivity and Search in Evolving Neural Systems

Intelligence Emerging: Adaptivity and Search in Evolving Neural Systems

Keith L. Downing

4.9/5 (25930 ratings)

Description:Emergence – the formation of global patterns from solely local interactions – is a frequent and fascinating theme in the scientific literature both popular and academic. In this book, Keith Downing undertakes a systematic investigation of the widespread (if often vague) claim that intelligence is an emergent phenomenon. Downing focuses on neural networks, both natural and artificial, and how their adaptability in three time frames – phylogenetic (evolutionary), ontogenetic (developmental), and epigenetic (lifetime learning) – underlie the emergence of cognition. Integrating the perspectives of evolutionary biology, neuroscience, and artificial intelligence, Downing provides a series of concrete examples of neurocognitive emergence. Doing so, he offers a new motivation for the expanded use of bio-inspired concepts in artificial intelligence (AI), in the subfield known as Bio-AI.One of Downing's central claims is that two key concepts from traditional AI, search and representation, are key to understanding emergent intelligence as well. He first offers introductory chapters on five core concepts: emergent phenomena, formal search processes, representational issues in Bio-AI, artificial neural networks (ANNs), and evolutionary algorithms (EAs). Intermediate chapters delve deeper into search, representation, and emergence in ANNs, EAs, and evolving brains. Finally, advanced chapters on evolving artificial neural networks and information-theoretic approaches to assessing emergence in neural systems synthesize earlier topics to provide some perspective, predictions, and pointers for the future of Bio-AI.We have made it easy for you to find a PDF Ebooks without any digging. And by having access to our ebooks online or by storing it on your computer, you have convenient answers with Intelligence Emerging: Adaptivity and Search in Evolving Neural Systems. To get started finding Intelligence Emerging: Adaptivity and Search in Evolving Neural Systems, you are right to find our website which has a comprehensive collection of manuals listed.
Our library is the biggest of these that have literally hundreds of thousands of different products represented.

Pages: —

Format: PDF, EPUB & Kindle Edition

Publisher: MIT Press

Release: —

ISBN: 0262029138

Description: Emergence – the formation of global patterns from solely local interactions – is a frequent and fascinating theme in the scientific literature both popular and academic. In this book, Keith Downing undertakes a systematic investigation of the widespread (if often vague) claim that intelligence is an emergent phenomenon. Downing focuses on neural networks, both natural and artificial, and how their adaptability in three time frames – phylogenetic (evolutionary), ontogenetic (developmental), and epigenetic (lifetime learning) – underlie the emergence of cognition. Integrating the perspectives of evolutionary biology, neuroscience, and artificial intelligence, Downing provides a series of concrete examples of neurocognitive emergence. Doing so, he offers a new motivation for the expanded use of bio-inspired concepts in artificial intelligence (AI), in the subfield known as Bio-AI.One of Downing's central claims is that two key concepts from traditional AI, search and representation, are key to understanding emergent intelligence as well. He first offers introductory chapters on five core concepts: emergent phenomena, formal search processes, representational issues in Bio-AI, artificial neural networks (ANNs), and evolutionary algorithms (EAs). Intermediate chapters delve deeper into search, representation, and emergence in ANNs, EAs, and evolving brains. Finally, advanced chapters on evolving artificial neural networks and information-theoretic approaches to assessing emergence in neural systems synthesize earlier topics to provide some perspective, predictions, and pointers for the future of Bio-AI.We have made it easy for you to find a PDF Ebooks without any digging. And by having access to our ebooks online or by storing it on your computer, you have convenient answers with Intelligence Emerging: Adaptivity and Search in Evolving Neural Systems. To get started finding Intelligence Emerging: Adaptivity and Search in Evolving Neural Systems, you are right to find our website which has a comprehensive collection of manuals listed.
Our library is the biggest of these that have literally hundreds of thousands of different products represented.

Special Offer | $0.00

Special Offer! | $0.00

Intelligence Emerging: Adaptivity and Search in Evolving Neural Systems

Intelligence Emerging: Adaptivity and Search in Evolving Neural Systems

More Books

Gradient Expectations: Structure, Origins, and Synthesis of Predictive Neural Networks

Gradient Expectations: Structure, Origins, and Synthesis of Predictive Neural Networks

The World Turned Upside Down

The World Turned Upside Down

A Testimony of Voices: 100 Devotionals Rising as One (enLIVEn Devotional Series Book 6)

A Testimony of Voices: 100 Devotionals Rising as One (enLIVEn Devotional Series Book 6)

A Movement of Hearts: 100 Devotionals Beating as One (enLIVEn Devotional Series Book 5)

A Movement of Hearts: 100 Devotionals Beating as One (enLIVEn Devotional Series Book 5)

Broadening the business: how one facility operator knocked down his walls; Faced with aging facilities, D. Keith Perry turned to communications ... his business.: An article from: Nursing Homes

Broadening the business: how one facility operator knocked down his walls; Faced with aging facilities, D. Keith Perry turned to communications ... his business.: An article from: Nursing Homes

Being Family: Passing Down the Faith through the Generations

Being Family: Passing Down the Faith through the Generations

Atoms, Radiation, and Radiation Protection

Atoms, Radiation, and Radiation Protection

The View from Down in Poordom: Reflections on Scriptures Addressing Poverty

The View from Down in Poordom: Reflections on Scriptures Addressing Poverty