Peer Reviewed Publications and Presentations

Accepted Papers


KGroups: A Versatile Univariate Max-Relevance Min-Redundancy Feature Selection Algorithm for High-dimensional Biological Data - Malick Ebiele, Malika Bendechache, Rob Brennan
arXiv preprint arXiv:2603.28417
2026
View Paper

Quantitative Data Valuation Methods: A Systematic Review and Taxonomy - Malick Ebiele, Malika Bendechache, Rob Brennan
ACM Journal of Data and Information Quality, 17(2), 1-39
2025
View Paper

Personalization of Dataset Retrieval Results Using a Data Valuation Method - Malick Ebiele, Malika Bendechache, Eleanor Clinton, Rob Brennan
Proceedings of the 16th International Conference on Knowledge Discovery and Information Retrieval (KDIR), 122-134
2024
Download Paper

The Impact of Data Valuation on Feature Importance in Classification Models - Malick Ebiele, Malika Bendechache, Marie Ward, Una Geary, Declan Byrne, Donnacha Creagh, Rob Brennan
International Conference on Computing and Communication Networks, 601-617
2024
View Paper

A Systematic Survey of Data Value: Models, Metrics, Applications and Research Challenges - Malika Bendechache, Judie Attard, Malick Ebiele, Rob Brennan
IEEE Access, 11, 104966-104983
2023
View Paper

Challenges in Value-Driven Data Governance - Judie Attard, Rob Brennan
OTM Confederated International Conferences "On the Move to Meaningful Internet Systems" (ODBASE)
2018
Download Paper

Semantic Data Ingestion for Intelligent, Value-Driven Big Data Analytics - Jeremy Debattista, Judie Attard, Rob Brennan
4th International Conference on Big Data Innovations and Applications (Innovate-Data)
2018
Download Paper

A Semantic Data Value Vocabulary Supporting Data Value Assessment and Measurement Integration - Judie Attard, Rob Brennan
20th International Conference on Enterprise Information Systems (ICEIS)
2018
Download Paper

Management of Data Value Chains, a Value Monitoring Capability Maturity Model - Rob Brennan, Judie Attard, Markus Helfert
20th International Conference on Enterprise Information Systems (ICEIS)
2018
Download Paper

Exploiting the value of data through data value networks - Judie Attard, Fabrizio Orlandi, Sören Auer
10th International Conference on Theory and Practice of Electronic Governance (ICEGOV)
2017
Download Paper

Data value networks: Enabling a new data ecosystem - Judie Attard, Fabrizio Orlandi, Sören Auer
IEEE/WIC/ACM International Conference on Web Intelligence (WI)
2016
Download Paper

Value creation on open government data - Judie Attard, Fabrizio Orlandi, Sören Auer
49th Hawaii International Conference on System Sciences (HICSS)
2016
Download Paper

Data driven governments: creating value through open government data - Judie Attard, Fabrizio Orlandi, Sören Auer
Transactions on Large-Scale Data-and Knowledge-Centered Systems XXVII
2016
Download Paper



Presentations


Introduction: Defining Data Value and Goals for the Data Value Community - Prof. Rob Brennan, ADAPT Centre, Dublin City University
DataValue 2018 Workshop, co-located with SEMANTICS 2018
Download Presentation