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    Chapter and Conference Paper

    Motif Based Feature Vectors: Towards a Homogeneous Data Representation for Cardiovascular Diseases Classification

    A process for generating a unifying motif-based homogeneous feature vector representation is described and evaluated. The motivation was to determine the viability of this representation as a unifying represen...

    Hanadi Aldosari, Frans Coenen in Big Data Analytics and Knowledge Discovery (2021)

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    Chapter and Conference Paper

    Dictionary Learning-Based Volumetric Image Classification for the Diagnosis of Age-Related Macular Degeneration

    A discriminative dictionary-based approach to supporting the classification of 3D Optical Coherence Tomography (OCT) retinal images, so as to determine the presence of Age-related Macular Degeneration (AMD), i...

    Abdulrahman Albarrak, Frans Coenen in Machine Learning and Data Mining in Patter… (2014)

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    Chapter and Conference Paper

    Time Series Case Based Reasoning for Image Categorisation

    This paper describes an approach to Case Based Reasoning (CBR) for image categorisation. The technique is founded on a time series analysis mechanism whereby images are represented as time series (curves) and ...

    Ashraf Elsayed, Mohd Hanafi Ahmad Hijazi in Case-Based Reasoning Research and Developm… (2011)

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    Chapter and Conference Paper

    Image Classification Using Histograms and Time Series Analysis: A Study of Age-Related Macular Degeneration Screening in Retinal Image Data

    An approach to image mining is described that combines a histogram based representation with a time series analysis technique. More specifically a Dynamic Time War** (DTW) approach is applied to histogram re...

    Mohd Hanafi Ahmad Hijazi, Frans Coenen in Advances in Data Mining. Applications and … (2010)