Generalizing e-Bay.NET: An Approach to Recommendation Based on Probabilistic Computing

Luis M. de Campos; Juan M. Fernández-Luna; Juan F. Huete

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Paper

Generalizing e-Bay.NET: An Approach to Recommendation Based on Probabilistic Computing

In Proceedings of the 1st International Workshop on Web Personalisation, Recommender Systems and Intelligent User Interfaces - Volume 0ICETE, 24-33, 2005 , Reading, United Kingdom

Authors: Luis M. de Campos ; Juan M. Fernández-Luna and Juan F. Huete

Affiliation: E.T.S.I. Informática, Universidad de Granada, Spain

Abstract: In this paper, we shall present the theoretical developments related to extending existing e-Bay.NET recommendation system in order to improve its expressiveness. In particular, we shall make them more flexible and more general by enabling it to handle evidence items with a finer granularity so that more accurate information may be obtained when user preferences are elicited. The model is based on the formalism of Bayesian networks, and this extension requires the design of new methods to estimate conditional probability distributions and also a new algorithm to compute the posterior probabilities of relevance.

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Paper citation in several formats:

M. de Campos, L.; M. Fernández-Luna, J. and F. Huete, J. (2005). Generalizing e-Bay.NET: An Approach to Recommendation Based on Probabilistic Computing. In Proceedings of the 1st International Workshop on Web Personalisation, Recommender Systems and Intelligent User Interfaces (ICETE 2005) - WPRSIUI; ISBN 972-8865-38-4, SciTePress, pages 24-33. DOI: 10.5220/0001423000240033

@conference{wprsiui05,
author={Luis {M. de Campos}. and Juan {M. Fernández{-}Luna}. and Juan {F. Huete}.},
title={Generalizing e-Bay.NET: An Approach to Recommendation Based on Probabilistic Computing},
booktitle={Proceedings of the 1st International Workshop on Web Personalisation, Recommender Systems and Intelligent User Interfaces (ICETE 2005) - WPRSIUI},
year={2005},
pages={24-33},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001423000240033},
isbn={972-8865-38-4},
}

TY - CONF

JO - Proceedings of the 1st International Workshop on Web Personalisation, Recommender Systems and Intelligent User Interfaces (ICETE 2005) - WPRSIUI
TI - Generalizing e-Bay.NET: An Approach to Recommendation Based on Probabilistic Computing
SN - 972-8865-38-4
AU - M. de Campos, L.
AU - M. Fernández-Luna, J.
AU - F. Huete, J.
PY - 2005
SP - 24
EP - 33
DO - 10.5220/0001423000240033
PB - SciTePress