Neural Assemblies : An Alternative Approach to Classical Artificial Intelligence / by Günther Palm.

Format:

Book

Author/Creator:

Palm, Günther, author.

Language:

English

Subjects (All):

Computational neuroscience.

Computer science.

Artificial intelligence.

Data structures (Computer science).

Information theory.

Computational Neuroscience.

Computer Science.

Artificial Intelligence.

Data Structures and Information Theory.

Local Subjects:

Computational Neuroscience.

Computer Science.

Artificial Intelligence.

Data Structures and Information Theory.

Physical Description:

1 online resource (XXI, 259 p. 87 illus., 10 illus. in color.)

Edition:

2nd ed. 2022.

Place of Publication:

Cham : Springer International Publishing : Imprint: Springer, 2022.

System Details:

Mode of access: World Wide Web.

Summary:

In the new edition of Neural Assemblies, the author places his original ideas and motivations within the framework of modern and cognitive neuroscience and gives a short and focused overview of the development of computational neuroscience and artificial neural networks over the last 40 years. In this book the author develops a theory of how the human brain might function. Starting with a motivational introduction to the brain as an organ of information processing, he presents a computational perspective on the basic concepts and ideas of neuroscience research on the underlying principles of brain function. In addition, the reader is introduced to the most important methods from computer science and mathematical modeling that are required for a computational understanding of information processing in the brain. Written by an expert in the field of neural information processing, this book offers a personal historical view of the development of artificial intelligence, artificial neural networks, and computational cognitive neuroscience over the last 40 years, with a focus on the realization of higher cognitive functions rather than more peripheral sensory or motor organization. The book is therefore aimed at students and researchers who want to understand how the basic neuroscientific and computational concepts in the study of brain function have changed over the last decades.

Contents:

Part 1: Basic Facts and Ideas for a Brain

Chapter 1: The brain is an organ for information processing

Chapter 2: The organization and improvement of behavior.-Chapter 3: A neuronal realization of the survival algorithm

Chapter4: On the structure and function of cortical areas

Part 2: Thinking in Cell Assemblies

Chapter 5: Cognitive mental processes realized by cell assemblies in the cortex

Chapter 6: A Model of Language Understanding by Interacting Cortical Areas

Chapter 7: Can we accept a mechanistic description of our mental processes?

Part 3: Further Developments until Today

Chapter 8: Developments in Computer Science and Technical Applications

Chapter 9: New Results from Brain Research and Neuroscience

Chapter 10: Development of Brain Theory

Chapter 11: Do we need Cognitive Neuroscience?. .

Notes:

Includes bibliographical references.

ISBN:

3-031-00311-X