Search Results for author: Paul J. Kennedy

Found 4 papers, 2 papers with code

Dynamic Island Model based on Spectral Clustering in Genetic Algorithm

no code implementations5 Jan 2018 Qinxue Meng, Jia Wu, John Ellisy, Paul J. Kennedy

One is that after a certain number of generations, different islands may retain quite similar, converged sub-populations thereby losing diversity and decreasing efficiency.

Clustering

Machine Learning for Administrative Health Records: A Systematic Review of Techniques and Applications

no code implementations27 Aug 2023 Adrian Caruana, Madhushi Bandara, Katarzyna Musial, Daniel Catchpoole, Paul J. Kennedy

We identify and analyse which machine learning techniques are applied to AHRs and which health informatics applications are pursued in AHR-based research.

Inferring Actual Treatment Pathways from Patient Records

1 code implementation5 Sep 2023 Adrian Wilkins-Caruana, Madhushi Bandara, Katarzyna Musial, Daniel Catchpoole, Paul J. Kennedy

This study aims to infer the actual treatment steps for a particular patient group from administrative health records (AHR) - a common form of tabular healthcare data - and address several technique- and methodology-based gaps in treatment pathway-inference research.

Self-Supervised Learning

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