An Introduction to Natural Computation

An Introduction to Natural Computation PDF Author: Dana H. Ballard
Publisher: MIT Press
ISBN: 9780262522588
Category : Psychology
Languages : en
Pages : 338

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Book Description
This book provides a comprehensive introduction to the computational material that forms the underpinnings of the currently evolving set of brain models. It is now clear that the brain is unlikely to be understood without recourse to computational theories. The theme of An Introduction to Natural Computation is that ideas from diverse areas such as neuroscience, information theory, and optimization theory have recently been extended in ways that make them useful for describing the brains programs. This book provides a comprehensive introduction to the computational material that forms the underpinnings of the currently evolving set of brain models. It stresses the broad spectrum of learning models—ranging from neural network learning through reinforcement learning to genetic learning—and situates the various models in their appropriate neural context. To write about models of the brain before the brain is fully understood is a delicate matter. Very detailed models of the neural circuitry risk losing track of the task the brain is trying to solve. At the other extreme, models that represent cognitive constructs can be so abstract that they lose all relationship to neurobiology. An Introduction to Natural Computation takes the middle ground and stresses the computational task while staying near the neurobiology.

An Introduction to Natural Computation

An Introduction to Natural Computation PDF Author: Dana H. Ballard
Publisher: MIT Press
ISBN: 9780262522588
Category : Psychology
Languages : en
Pages : 338

Get Book Here

Book Description
This book provides a comprehensive introduction to the computational material that forms the underpinnings of the currently evolving set of brain models. It is now clear that the brain is unlikely to be understood without recourse to computational theories. The theme of An Introduction to Natural Computation is that ideas from diverse areas such as neuroscience, information theory, and optimization theory have recently been extended in ways that make them useful for describing the brains programs. This book provides a comprehensive introduction to the computational material that forms the underpinnings of the currently evolving set of brain models. It stresses the broad spectrum of learning models—ranging from neural network learning through reinforcement learning to genetic learning—and situates the various models in their appropriate neural context. To write about models of the brain before the brain is fully understood is a delicate matter. Very detailed models of the neural circuitry risk losing track of the task the brain is trying to solve. At the other extreme, models that represent cognitive constructs can be so abstract that they lose all relationship to neurobiology. An Introduction to Natural Computation takes the middle ground and stresses the computational task while staying near the neurobiology.

Unconventional Computation and Natural Computation

Unconventional Computation and Natural Computation PDF Author: Da-Jung Cho
Publisher: Springer Nature
ISBN: 3031637429
Category :
Languages : en
Pages : 309

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Book Description


Unconventional Computation and Natural Computation

Unconventional Computation and Natural Computation PDF Author: Giancarlo Mauri
Publisher: Springer
ISBN: 3642390749
Category : Computers
Languages : en
Pages : 275

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Book Description
This book constitutes the refereed proceedings of the 12th International Conference on Unconventional Computation and Natural Computation, UCNC 2013, held in Milan, Italy, in July 2013. The 30 papers (28 full papers, 8 poster papers, and 2 invited papers) were carefully reviewed and selected from 46 submissions. The topics of the volume include: quantum, cellular, molecular, neural, DNA, membrane, and evolutionary computing; cellular automata; computation based on chaos and dynamical systems; massive parallel computation; collective intelligence; computation based on physical principles such as relativistic, optical, spatial, collision-based computing; amorphous computing; physarum computing; hypercomputation; fuzzy and rough computing; swarm intelligence; artificial immune systems; physics of computation; chemical computation; evolving hardware; the computational nature of self-assembly, developmental processes, bacterial communication, and brain processes.

Unconventional Computation and Natural Computation

Unconventional Computation and Natural Computation PDF Author: Oscar H. Ibarra
Publisher: Springer
ISBN: 3319081233
Category : Computers
Languages : en
Pages : 418

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Book Description
This book constitutes the refereed proceedings of the 13th International Conference on Unconventional Computation and Natural Computation, UCNC 2014, held in London, ON, Canada, in July 2014. The 31 revised full papers were carefully reviewed and selected from 79 submissions. The papers cover a wide range of topics including among others molecular, quantum, optical and chaos computing as well as neural computation, evolutionary computation, swarm intelligence and computational neuroscience.

Unconventional Computation and Natural Computation

Unconventional Computation and Natural Computation PDF Author: Susan Stepney
Publisher: Springer
ISBN: 3319924354
Category : Computers
Languages : en
Pages : 234

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Book Description
This book constitutes the proceedings of the 17th International Conference on Unconventional Computation and Natural Computation, UCNC 2018, held in Fontainebleau, France, in June 2018. The 15 full papers presented were carefully reviewed and selected from 22 submissions. The paper cover topics such as hypercomputation; chaos and dynamical systems based computing; granular, fuzzy and rough computing; mechanical computing; cellular, evolutionary, molecular, neural, and quantum computing; membrane computing; amorphous computing, swarm intelligence; artificial immune systems; physics of computation; chemical computation; evolving hardware; the computational nature of self-assembly, developmental processes, bacterial communication, and brain processes.

Unconventional Computation and Natural Computation

Unconventional Computation and Natural Computation PDF Author: Martyn Amos
Publisher: Springer
ISBN: 3319413120
Category : Computers
Languages : en
Pages : 214

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Book Description
This book constitutes the refereed proceedings of the 15th International Conference on Unconventional Computation and Natural Computation, UCNC 2016, held in Manchester, UK, in July 2016. The 15 revised full papers presented together with 5 invited papers were carefully reviewed and selected from 30 submissions. The papers cover a wide range of topics including molecular, cellular, quantum, optical and chaos computing; cellular automata; neural and evolutionary computation; artificial immune systems; Ant algorithms and swarm intelligence; amorphous computing; membrane computing; computational systems biology and computational neuroscience; and synthetic biology.

Unconventional Computation and Natural Computation

Unconventional Computation and Natural Computation PDF Author: Daniela Genova
Publisher: Springer Nature
ISBN: 3031340345
Category : Computers
Languages : en
Pages : 221

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Book Description
This book constitutes the proceedings of the 20th International Conference on Unconventional Computation and Natural Computation, UCNC 2023, held in Jacksonville, FL, USA, in March 13–17, 2023. The UCNC conference series covers fundamental research on computation beyond the standard Turing model, including computational models and methods inspired by nature, and the computational properties of natural processes.

Unconventional Computation and Natural Computation

Unconventional Computation and Natural Computation PDF Author: Matthew J. Patitz
Publisher: Springer
ISBN: 3319581872
Category : Computers
Languages : en
Pages : 235

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Book Description
This book constitutes the proceedings of the 16th International Conference on Unconventional Computation and Natural Computation, UCNC 2017, held in Fayetteville, AR, USA in June 2017. The 14 papers presented in this volume were carefully reviewed and selected from 21 submissions. The UCNC series of international conferences is genuinely interdisciplinary and it covers theory as well as experiments and applications. It is concerned with various proposals for computation that go beyond the Turing model, human designed computation inspired by nature, and with the computational nature of processes taking place in nature. Typical, but not exclusive, topics are: hypercomputation; chaos and dynamical systems based computing; granular, fuzzy and rough computing; mechanical computing; cellular, evolutionary, molecular, neural, and quantum computing; membrane computing; amorphous computing, swarm intelligence; artificial immune systems; physics of computation; chemical computation; evolving hardware; the computational nature of self-assembly, developmental processes, bacterial communication, and brain processes.

Unconventional Computation and Natural Computation

Unconventional Computation and Natural Computation PDF Author: Ian McQuillan
Publisher: Springer
ISBN: 303019311X
Category : Computers
Languages : en
Pages : 306

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Book Description
This book constitutes the proceedings of the 18th International Conference on Unconventional Computation and Natural Computation, UCNC 2019, held in Tokyo, Japan, in June 2019. The 19 full papers presented were carefully reviewed and selected from 32 submissions. The papers cover topics such as hypercomputation; chaos and dynamical systems based computing; granular, fuzzy and rough computing; mechanical computing; cellular, evolutionary, molecular, neural, and quantum computing; membrane computing; amorphous computing, swarm intelligence; artificial immune systems; physics of computation; chemical computation; evolving hardware; the computational nature of self-assembly, developmental processes, bacterial communication, and brain processes.

Unconventional Computation and Natural Computation

Unconventional Computation and Natural Computation PDF Author: Jerome Durand-Lose
Publisher: Springer
ISBN: 3642328946
Category : Computers
Languages : en
Pages : 262

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Book Description
This book constitutes the thoroughly refereed post-conference proceedings of the 11th International Conference on Unconventional Computation, UC 2012, held in Orléans, France, during September 3-7, 2012. The 28 revised full papers presented were carefully selected from numerous submissions. Conference papers are organized in 4 technical sessions, covering topics of hypercomputation, chaos and dynamical systems based computing, granular, fuzzy and rough computing, mechanical computing, cellular, evolutionary, molecular, neural, and quantum computing, membrane computing, amorphous computing, swarm intelligence; artificial immune systems, physics of computation, chemical computation, evolving hardware, the computational nature of self-assembly, developmental processes, bacterial communication, and brain processes