book and software announcement - NSL3.0
Alfredo
alfredo at itam.mx
Fri Jan 24 18:13:40 EST 2003
Dear Connectionists:
The following book may be of interest to you. For more information please
visit:
http://mitpress.mit.edu/catalog/item/default.asp?sid=68013B05-2E40-4A86-BB67-0A8964D7B663&ttype=2&tid=8815
Best wishes,
Alfredo
The Neural Simulation Language: A System for Brain Modeling
by A. Weitzenfeld, M.A. Arbib and A. Alexander
MIT Press
Book Description:
The book describes the Neural Simulation Language (NSL) developed by
Alfredo Weitzenfeld, Michael Arbib, and Amanda Alexander. NSL is a
simulation environment for modular brain modeling now in its third major
release supporting two programming environments, one in Java and the other
one in C++.
NSL addresses the needs of a wide range of users. For novice users
interested only in an introduction to neural networks, NSL provides
user-friendly interfaces and a set of predefined artificial and biological
neural models. For more advanced users well acquainted with the area of
neural modeling NSL offers more sophistication through extended
visualization tools and programming. NSL may easily be linked to other
software by doing direct programming in either Java or C++, such as linking
it to numerical libraries or robotic systems.
NSL is especially suitable for academia and research where simulation and
model development can complement theoretical courses in both biological and
artificial neural networks. Models included in the book are examples of
models that can be used for this purpose. Students are able to run these
models and change their behavior by modifying input or network parameters.
Researchers may extend these architectures in developing new neural models.
The book is divided into two parts. The first part presents an overview of
neural network and schema modeling, a brief history of NSL, and a
discussion of the new version, NSL 3.0. It includes tutorials on several
basic neural models. The second part presents models built in NSL by
researchers from around the world, with models such as conditional
learning, face recognition, associative search networks and visuomotor
coordination. Each chapter provides an explanation of a model, an overview
of the NSL 3.0 code, and a representative set of simulation results.
Table of Contents:
Part I. An Overview of NSL Modeling and Simulation
1 Introduction: Introduction to neural network modeling and simulation in NSL.
2 Simulation in NSL: Examples of biological and artificial neural network
simulation in NSL,
how to run them.
3 Modeling in NSL: Examples of biological and artificial neural network
modeling in NSL,
how to create them.
4 Schematic Capture System: Describes the Schematic Capture System visual
tools for the
design of neural models and model libraries.
5 User Interface and Graphical Windows: Describes the NSL Graphics and Window
Interface environment.
6 The Modeling Language NSLM: Describes the NSLM high level modeling
language for writing
neural network models.
7 The Scripting Language NSLS: Describes the NSLS scripting language for
specifying
simulation interaction and control commands.
Part II. Neural Modeling and Simulation Examples Using NSL
8 Adaptive Resonance Theory - Grossberg ART
by T. Tanaka and A. Weitzenfeld
9 Depth Perception - Dev and House Depth Perception
by A. Weitzenfeld and M. Arbib
10 Retina
by R. Corbacho and A. Weitzenfeld
11 Receptive Fields
by F. Moran, M.A. Andrade, Chacn and A. Weitzenfeld
12 The Associative Search Network: Landmark Learning and Hill Climbing -
Barto and Sutton Landmark Learning
by M. Bota and A. Guazelli
13 A Model of Primate Visual-Motor Conditional Learning: Reinforcement
Learning
by A. Fagg and A. Weitzenfeld
14 The Modular Design of the Oculomotor System in Monkeys
by P. Dominey, M. Arbib, and A. Alexander
15 Crowley-Arbib Saccade Model
by M. Crowley, E. Oztop, and S. Mrmol
16 A Cerebellar Model of Sensorimotor Adaptation
by J. Spoelstra
17 Learing to Detour
by F. Corbacho and A. Weitzenfeld
18 Face Recognition by Dynamic Link Matching
by L. Wiskott, C. von der Malsburg and A. Weitzenfeld
The NSL web site http://www.neuralsimulationlanguage.org includes all
software and models described in the book as well as other relevant
information. The NSL Java version can be downloaded from http://nsl.usc.edu
as well.
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