USERS INTEREST PREDICTION MODEL - Based on 2nd Markov Model and Inter-transaction Association Rules

Yonggong Ren, Alma Leora Culén

2011

Abstract

The 2nd Markov Model and inter-transaction association rules are both known as key technologies for building user interest prediction models. The use of these technologies potentially improves the users surfing experience. The use of the 2nd Markov Model increases the accuracy of predictions, but it does not cover all the data. Therefore, in this paper we propose a dual strategy for a user interest prediction model that includes the entire data set and improves the accuracy of inter-transaction association rules. The foundation of our dual strategy is a new method of building a database based on the degree of user interest. Secondly, we integrate the 2nd Markov Model and inter-transaction association rules for predicting future browsing patterns of users. Experimental results show that this method provides more accurate prediction results than previous similar research.

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Paper Citation


in Harvard Style

Ren Y. and Culén A. (2011). USERS INTEREST PREDICTION MODEL - Based on 2nd Markov Model and Inter-transaction Association Rules . In Proceedings of the International Conference on Knowledge Discovery and Information Retrieval - Volume 1: KDIR, (IC3K 2011) ISBN 978-989-8425-79-9, pages 236-241. DOI: 10.5220/0003659502440249

in Bibtex Style

@conference{kdir11,
author={Yonggong Ren and Alma Leora Culén},
title={USERS INTEREST PREDICTION MODEL - Based on 2nd Markov Model and Inter-transaction Association Rules},
booktitle={Proceedings of the International Conference on Knowledge Discovery and Information Retrieval - Volume 1: KDIR, (IC3K 2011)},
year={2011},
pages={236-241},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003659502440249},
isbn={978-989-8425-79-9},
}


in EndNote Style

TY - CONF
JO - Proceedings of the International Conference on Knowledge Discovery and Information Retrieval - Volume 1: KDIR, (IC3K 2011)
TI - USERS INTEREST PREDICTION MODEL - Based on 2nd Markov Model and Inter-transaction Association Rules
SN - 978-989-8425-79-9
AU - Ren Y.
AU - Culén A.
PY - 2011
SP - 236
EP - 241
DO - 10.5220/0003659502440249