Neural network based stereotyping for user profiles

Citation
Q. Chen et al., Neural network based stereotyping for user profiles, NEURAL C AP, 9(4), 2000, pp. 259-265
Citations number
16
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
NEURAL COMPUTING & APPLICATIONS
ISSN journal
09410643 → ACNP
Volume
9
Issue
4
Year of publication
2000
Pages
259 - 265
Database
ISI
SICI code
0941-0643(2000)9:4<259:NNBSFU>2.0.ZU;2-A
Abstract
This paper discusses an approach of establishing system models of users' ta sk related characteristics, such as domain knowledge in human-computer inte raction. Several neural networks are tested for the modelling process. Thes e networks function as associative memories that capture the causal relatio nships among assumptions about the users' characteristics. The outputs from the networks are considered as stereotypes assigned to individual users. I t is suggested that this approach can be expected to overcome some limitati ons of user modelling approaches in terms of pattern recognition and classi fication.