Publication Details
Title: Hybrid Approaches to Neural Network-based Language Processing
Author: S. Wermter
Group: ICSI Technical Reports
Date: August 1997
PDF: ftp://ftp.icsi.berkeley.edu/pub/techreports/1997/tr-97-030.pdf
Overview:
In this paper we outline hybrid approaches to artificial neural network-based natural language processing. We start by motivating hybrid symbolic/connectionist processing. Then we suggest various types of symbolic/connectionist integration for language processing: connectionist structure architectures, hybrid transfer architectures, hybrid processing architectures. Furthermore, we focus particularly on loosely coupled, tightly coupled, and fully integrated hybrid processing architectures. We give particular examples of these hybrid processing architectures and argue that the hybrid approach to artificial neural network-based language processing has a lot of potential to overcome the gap between a neural level and a symbolic conceptual level.
Bibliographic Information:
ICSI Technical Report TR-97-030
Bibliographic Reference:
S. Wermter. Hybrid Approaches to Neural Network-based Language Processing. ICSI Technical Report TR-97-030, August 1997
Author: S. Wermter
Group: ICSI Technical Reports
Date: August 1997
PDF: ftp://ftp.icsi.berkeley.edu/pub/techreports/1997/tr-97-030.pdf
Overview:
In this paper we outline hybrid approaches to artificial neural network-based natural language processing. We start by motivating hybrid symbolic/connectionist processing. Then we suggest various types of symbolic/connectionist integration for language processing: connectionist structure architectures, hybrid transfer architectures, hybrid processing architectures. Furthermore, we focus particularly on loosely coupled, tightly coupled, and fully integrated hybrid processing architectures. We give particular examples of these hybrid processing architectures and argue that the hybrid approach to artificial neural network-based language processing has a lot of potential to overcome the gap between a neural level and a symbolic conceptual level.
Bibliographic Information:
ICSI Technical Report TR-97-030
Bibliographic Reference:
S. Wermter. Hybrid Approaches to Neural Network-based Language Processing. ICSI Technical Report TR-97-030, August 1997