Type

PhD Thesis

Authors

Owen Corrigan

Subjects

Computer Science

Topics
educational architecture model domain machine learning time series image processing environmental science artificial intelligence

An Investigation Into Machine Learning Solutions Involving Time Series Across Different Problem Domains (2018)

Abstract In this thesis we will examine architectures and models for machine learning in three problem domains each of which are based around the use of time series data in time series applications. We set out to examine whether the architecture and model solutions in different problem domains will converge when optimised towards a similar solution or not. Stated clearly, our central research question is “That problem-solving in diverse problem domains using Machine Learning applied to time series data requires diverse models in order to achieve the best performance” . To investigate this research hypothesis we use a case study methodology. We will investigate three separate and diverse problem domains, and compare their results and best solutions. The first problem domain is in the field of educational analytics, the second is in the field of agri-analytics and the third is in the field of environmental science.
Collections Ireland -> Dublin City University -> DCU Faculties and Centres = DCU Faculties and Schools: Faculty of Engineering and Computing: School of Computing
Ireland -> Dublin City University -> Thesis Type = Doctoral Thesis
Ireland -> Dublin City University -> Publication Type = Thesis
Ireland -> Dublin City University -> Subject = Computer Science: Artificial intelligence
Ireland -> Dublin City University -> Subject = Computer Science: Image processing
Ireland -> Dublin City University -> Status = Unpublished
Ireland -> Dublin City University -> DCU Faculties and Centres = Research Initiatives and Centres: INSIGHT Centre for Data Analytics
Ireland -> Dublin City University -> Subject = Computer Science: Machine learning

Full list of authors on original publication

Owen Corrigan

Experts in our system

1
Owen Corrigan
Dublin City University
Total Publications: 9