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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

    Regression of Instance Boundary by Aggregated CNN and GCN

    This paper proposes a straightforward, intuitive deep learning approach for (biomedical) image segmentation tasks. Different from the existing dense pixel classification methods, we develop a novel multi-level...

    Yanda Meng, Wei Meng, Dongxu Gao, Yitian Zhao, **aoyun Yang in Computer Vision – ECCV 2020 (2020)

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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)

  4. Chapter and Conference Paper

    Image Classification for Age-related Macular Degeneration Screening Using Hierarchical Image Decompositions and Graph Mining

    Age-related Macular Degeneration (AMD) is the most common cause of adult blindness in the developed world. This paper describes a new image mining technique to perform automated detection of AMD from colour fu...

    Mohd Hanafi Ahmad Hijazi, Chuntao Jiang in Machine Learning and Knowledge Discovery i… (2011)

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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)

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    Chapter and Conference Paper

    Equivalence Knowledge Mass and Approximate Reasoning in \(\mathcal{R}\) –Logic \(\mathbb{C}_\mathcal{R}\) (I)

    By casting off the direct restriction of topological structure, this paper presents another matching scheme between the input A  ∗  and the knowledge AB based on the equivalence relation ...

    Yalin Zheng, Guang Yang, Changshui Zhang in Advanced Intelligent Computing Theories an… (2008)