Composite Alternative Pareto Optimal Recommendation System with Individual Utility Extraction (CAPORS-IUX)

William Jeffries, Alexander Brodsky

2018

Abstract

We propose a methodology and develop a system for generating composite alternative recommendations combining user-guided continuous improvement with Pareto optimal trade-off considerations and for extracting individual utility. The methodology describes a way to (1) construct a set of Pareto optimal recommendations given a selected metric and the user’s current utility, (2) explore the feasibility space by relaxing the Pareto optimal constraint in a given dimension, and (3) extract the utility for an individual user by capturing the interactions between the user and the system. The system itself consists of (1) a mechanism for generating feasible recommendations, (2) implementation of the key algorithms of the methodology, and (3) user interface for enabling interaction with the user.

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Paper Citation


in Harvard Style

Jeffries W. and Brodsky A. (2018). Composite Alternative Pareto Optimal Recommendation System with Individual Utility Extraction (CAPORS-IUX) .In Proceedings of the 20th International Conference on Enterprise Information Systems - Volume 1: ICEIS, ISBN 978-989-758-298-1, pages 328-335. DOI: 10.5220/0006770403280335


in Bibtex Style

@conference{iceis18,
author={William Jeffries and Alexander Brodsky},
title={Composite Alternative Pareto Optimal Recommendation System with Individual Utility Extraction (CAPORS-IUX) },
booktitle={Proceedings of the 20th International Conference on Enterprise Information Systems - Volume 1: ICEIS,},
year={2018},
pages={328-335},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0006770403280335},
isbn={978-989-758-298-1},
}


in EndNote Style

TY - CONF

JO - Proceedings of the 20th International Conference on Enterprise Information Systems - Volume 1: ICEIS,
TI - Composite Alternative Pareto Optimal Recommendation System with Individual Utility Extraction (CAPORS-IUX)
SN - 978-989-758-298-1
AU - Jeffries W.
AU - Brodsky A.
PY - 2018
SP - 328
EP - 335
DO - 10.5220/0006770403280335