MRE-KDD+: A MULTI-RESOLUTION, ENSEMBLE-BASED MODEL FOR ADVANCED KNOLWEDGE DISCOVERY

Alfredo Cuzzocrea

2007

Abstract

In data-intensive scenarios, data repositories expose very different formats, and knowledge representation schemes are very heterogeneous accordingly. As a consequence, a relevant research challenge is how to efficiently integrate, process and mine such distributed knowledge in order to make available it to end-users/applications in an integrated and summarized manner. Starting from these considerations, in this paper we propose an OLAM-based model for advanced knowledge discovery, called Multi-Resolution Ensemble-based Model for Advanced Knowledge Discovery in Large Databases and Data Warehouses (MRE-KDD+). MRE-KDD+ integrates in a meaningfully manner several theoretical amenities coming from On-Line Analytical Processing (OLAP), Data Mining (DM) and Knowledge Discovery in Databases (KDD), and results to be an effective model for supporting advanced decision-support processes in many fields of real-life data-intensive applications.

Paper Citation

in Harvard Style

Cuzzocrea A. (2007). MRE-KDD+: A MULTI-RESOLUTION, ENSEMBLE-BASED MODEL FOR ADVANCED KNOLWEDGE DISCOVERY . In Proceedings of the Ninth International Conference on Enterprise Information Systems - Volume 2: ICEIS, ISBN 978-972-8865-89-4, pages 152-158. DOI: 10.5220/0002404001520158

in Bibtex Style

@conference{iceis07,
author={Alfredo Cuzzocrea},
title={MRE-KDD+: A MULTI-RESOLUTION, ENSEMBLE-BASED MODEL FOR ADVANCED KNOLWEDGE DISCOVERY},
booktitle={Proceedings of the Ninth International Conference on Enterprise Information Systems - Volume 2: ICEIS,},
year={2007},
pages={152-158},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002404001520158},
isbn={978-972-8865-89-4},
}

in EndNote Style

TY - CONF
JO - Proceedings of the Ninth International Conference on Enterprise Information Systems - Volume 2: ICEIS,
TI - MRE-KDD+: A MULTI-RESOLUTION, ENSEMBLE-BASED MODEL FOR ADVANCED KNOLWEDGE DISCOVERY
SN - 978-972-8865-89-4
AU - Cuzzocrea A.
PY - 2007
SP - 152
EP - 158
DO - 10.5220/0002404001520158