Loading [MathJax]/extensions/MathMenu.js
Towards a new model for context-aware recommendation | IEEE Conference Publication | IEEE Xplore

Towards a new model for context-aware recommendation


Abstract:

With current growth of internet sales and content consumption, several research efforts focus on recommendation and personalization approaches as a solution to informatio...Show More

Abstract:

With current growth of internet sales and content consumption, several research efforts focus on recommendation and personalization approaches as a solution to information overload. In this paper, we first propose a new context-aware recommendation model that inspires from consumption psychology researches. Then, two different techniques for generating recommendations from the proposed model are detailed and evaluated. The first is based on logistic regression and the second uses enumeration in order to calculate the probability a customer purchases a given item. We Also study and evaluate three strategies of recommender systems hybridization based on weighting and selection to eliminate the problems the underlying techniques have when applied solely. At the end, we conclude with some ideas for further development and research.
Date of Conference: 06-08 September 2012
Date Added to IEEE Xplore: 22 October 2012
ISBN Information:

ISSN Information:

Conference Location: Sofia, Bulgaria

References

References is not available for this document.