Neural programming, computational scheme and applications.

Item

Title
Neural programming, computational scheme and applications.
Identifier
AAI9405598
identifier
9405598
Creator
Weiss, Jacob.
Contributor
Adviser: Eralp Akkoyunlu
Date
1993
Language
English
Publisher
City University of New York.
Subject
Computer Science | Artificial Intelligence
Abstract
An attempt is made to solve difficult AI problems by introducing a new scheme, the net program. The net program is a programmable network of cooperative neural nets and procedural functions. Its goal is to bridge the gap between connectionist-subsymbolic and symbolic processing in AI. A set of subroutines has been devised for "neural programming" as an enhancement to the procedural language C. The resulting language, which we call C{dollar}\sp{lcub}\rm +NET{rcub}{dollar}, enables and controls modular structuring, training and activation of nets and the interaction among nets and procedural functions. We applied C{dollar}\sp{lcub}\rm +NET{rcub}{dollar} on a model for natural language comprehension as a cardinal unsolved AI problem of an intricacy that would strain any conceivable computational scheme and on a model for pattern recognition as a demonstrative example of the advantages of the approach we are presenting. We also present a design of an application to financial forecasting utilizing our net program scheme.
Type
dissertation
Source
PQT Legacy CUNY.xlsx
degree
Ph.D.
Item sets
CUNY Legacy ETDs