Kategoria BISAC: Medical >> Neuroscience

David C. Lindberg is professor and chairman of the...

Since its founding in 1989 by Terrence Sejnowski, Neural Computation has become the leading journal in the field. Foundations of Neural Computationcollects, by topic, the most significant papers that have appeared in the journal over the past nine years.This volume of Foundations of Neural Computation, on unsupervised learning algorithms, focuses on neural network learning algorithms that do not require an explicit teacher. The goal of unsupervised learning is to extract an efficient internal representation of the statistical structure implicit in the inputs. These algorithms provide...

The goal of computational cognitive neuroscience is to understand how the brain embodies the mind by using biologically based computational models comprising networks of neuronlike units. This text, based on a course taught by Randall O'Reilly and Yuko Munakata over the past several years, provides an in-depth introduction to the main ideas in the field. The neural units in the simulations use equations based directly on the ion channels that govern the behavior of real neurons, and the neural networks incorporate anatomical and physiological properties of the neocortex. Thus the text...

Neurophysiology has told us a lot about how neurons work; neural network theory is about how neurons work together to process information. In this highly readable book, Manfred Spitzer provides a basic, nonmathematical introduction to neural networks and their clinical applications. Part I explains the fundamental theory of neural networks and how neural network models work. Part II covers the principles of network functioning and how computer simulations of neural networks have profound consequences for our understanding of how the brain works. Part III covers applications of network...

Our sense of smell, as Trygg Engen reminds us early in this definitive work, has been neglected as a research area. This neglect belies the very critical role that the sense plays in human adaptation to the environment through the monitoring of odors. Smell is learned through experience and results, Engen maintains, in a schema of memory system that enables individuals to process and categorize odors. There are closer relationships between the individual detecting an odor, the circumstances or environment, and the reaction of pleasure or aversion than with the other senses. When future...

Peretz Lavie surveys the entire field of sleep research and sleep medicine--from the structure of sleep stages and the brain centers involved in sleep regulation to the...