Using Association Rules to Learn Users' Assistance Requirements

Interface agents are computer programs that learn users' preferences to provide them personalized assistance with their computer-based tasks. In order to personalize the interaction with users, interface agents must learn how to best interact with each user and how to provide them assistance of...

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Detalles Bibliográficos
Autores principales: Schiaffino, Silvia, Amandi, Analía
Formato: Articulo
Lenguaje:Inglés
Publicado: 2004
Materias:
Ciencias Informáticas
interface agents
user profiling
Association rules
Acceso en línea:http://sedici.unlp.edu.ar/handle/10915/135309
https://publicaciones.sadio.org.ar/index.php/EJS/article/view/100
Aporte de:
SEDICI (UNLP) de Universidad Nacional de La Plata
id I19-R120-10915-135309
record_format dspace
institution Universidad Nacional de La Plata
institution_str I-19
repository_str R-120
collection SEDICI (UNLP)
language Inglés
topic Ciencias Informáticas
interface agents
user profiling
Association rules
spellingShingle Ciencias Informáticas
interface agents
user profiling
Association rules
Schiaffino, Silvia
Amandi, Analía
Using Association Rules to Learn Users' Assistance Requirements
topic_facet Ciencias Informáticas
interface agents
user profiling
Association rules
description Interface agents are computer programs that learn users' preferences to provide them personalized assistance with their computer-based tasks. In order to personalize the interaction with users, interface agents must learn how to best interact with each user and how to provide them assistance of the right sort at the right time. Particularly, an interface agent has to discover when the user needs a suggestion to solve a problem, when he requires only a warning about it, when he wants the agent to execute an action and when he wants the agent to do just nothing. In this work we propose a learning algorithm, named WATSON, to tackle this problem. The WATSON algorithm enables an interface agent to adapt its behavior and its interaction with a user to the user's assistance requirements. Our algorithm uses association rules (AR) to discover associations among problem situations and a user's assistance requirements in a given application domain.
format Articulo
Articulo
author Schiaffino, Silvia
Amandi, Analía
author_facet Schiaffino, Silvia
Amandi, Analía
author_sort Schiaffino, Silvia
title Using Association Rules to Learn Users' Assistance Requirements
title_short Using Association Rules to Learn Users' Assistance Requirements
title_full Using Association Rules to Learn Users' Assistance Requirements
title_fullStr Using Association Rules to Learn Users' Assistance Requirements
title_full_unstemmed Using Association Rules to Learn Users' Assistance Requirements
title_sort using association rules to learn users' assistance requirements
publishDate 2004
url http://sedici.unlp.edu.ar/handle/10915/135309
https://publicaciones.sadio.org.ar/index.php/EJS/article/view/100
work_keys_str_mv AT schiaffinosilvia usingassociationrulestolearnusersassistancerequirements
AT amandianalia usingassociationrulestolearnusersassistancerequirements
bdutipo_str Repositorios
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