most citedTowards Traceability in Data Ecosystems using a Bill of Materials Model

13 citations · 31 across the 6 of their papers we have counts for

collaborators

6 papers

cs.LG20192 cited

Quantifying Transparency of Machine Learning Systems through Analysis of Contributions

Iain Barclay, Alun Preece, Ian Taylor +1

Increased adoption and deployment of machine learning (ML) models into business, healthcare and other organisational processes, will result in a growing disconnect between the engi…

cs.LG20196 cited

Deep Q-Learning for Directed Acyclic Graph Generation

Laura D'Arcy, Padraig Corcoran, Alun Preece

We present a method to generate directed acyclic graphs (DAGs) using deep reinforcement learning, specifically deep Q-learning. Generating graphs with specified structures is an im…

cs.SI2019

Understanding the Signature of Controversial Wikipedia Articles through Motifs in Editor Revision Networks

James R. Ashford, Liam D. Turner, Roger M. Whitaker +3

Wikipedia serves as a good example of how editors collaborate to form and maintain an article. The relationship between editors, derived from their sequence of editing activity, re…

cs.CY201913 cited

Towards Traceability in Data Ecosystems using a Bill of Materials Model

Iain Barclay, Alun Preece, Ian Taylor +1

Researchers and scientists use aggregations of data from a diverse combination of sources, including partners, open data providers and commercial data suppliers. As the complexity…

cs.CY2019

A Conceptual Architecture for Contractual Data Sharing in a Decentralised Environment

Iain Barclay, Alun Preece, Ian Taylor +1

Machine Learning systems rely on data for training, input and ongoing feedback and validation. Data in the field can come from varied sources, often anonymous or unknown to the ult…

cs.HC201410 cited

Conversational Sensing

Alun Preece, Chris Gwilliams, Christos Parizas +3

Recent developments in sensing technologies, mobile devices and context-aware user interfaces have made it possible to represent information fusion and situational awareness as a c…