Search Results - "Shawi, Radwa El"
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An interpretable semi-supervised framework for patch-based classification of breast cancer
Published in Scientific reports (06-10-2022)“…Developing effective invasive Ductal Carcinoma (IDC) detection methods remains a challenging problem for breast cancer diagnosis. Recently, there has been…”
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Patient-level explainable machine learning to predict major adverse cardiovascular events from SPECT MPI and CCTA imaging
Published in PloS one (15-11-2023)“…Background Machine learning (ML) has shown promise in improving the risk prediction in non-invasive cardiovascular imaging, including SPECT MPI and coronary CT…”
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To tune or not to tune? An approach for recommending important hyperparameters for classification and clustering algorithms
Published in Future generation computer systems (01-02-2025)“…Machine learning algorithms are widely employed across various applications and fields. Novel technologies in automated machine learning ease the complexity of…”
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Large scale graph processing systems: survey and an experimental evaluation
Published in Cluster computing (01-09-2015)“…Graph is a fundamental data structure that captures relationships between different data entities. In practice, graphs are widely used for modeling complicated…”
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Interpretability in HealthCare A Comparative Study of Local Machine Learning Interpretability Techniques
Published in 2019 IEEE 32nd International Symposium on Computer-Based Medical Systems (CBMS) (01-06-2019)“…Although complex machine learning models (e.g., Random Forest, Neural Networks) are commonly outperforming the traditional simple interpretable models (e.g.,…”
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Conference Proceeding -
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Metabolomics Biomarker Discovery to Optimize Hepatocellular Carcinoma Diagnosis: Methodology Integrating AutoML and Explainable Artificial Intelligence
Published in Diagnostics (Basel) (01-09-2024)“…This study aims to assess the efficacy of combining automated machine learning (AutoML) and explainable artificial intelligence (XAI) in identifying…”
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Quickest path queries on transportation network
Published in Computational geometry : theory and applications (01-08-2014)“…This paper considers the problem of finding the cost of a quickest path between two points in the Euclidean plane in the presence of a transportation network…”
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Runtime self-monitoring approach of business process compliance in cloud environments
Published in Cluster computing (01-12-2015)“…Recently, several industrial studies have concluded that compliance management is one of the major challenges companies face nowadays. In practice, runtime…”
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ConceptGlassbox: Guided Concept-Based Explanation for Deep Neural Networks
Published in Cognitive computation (01-09-2024)“…Various industries and fields have utilized machine learning models, particularly those that demand a significant degree of accountability and transparency…”
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Interpretable Local Concept-based Explanation with Human Feedback to Predict All-cause Mortality
Published in The Journal of artificial intelligence research (2022)“…Machine learning models are incorporated in different fields and disciplines in which some of them require a high level of accountability and transparency, for…”
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Fast query structures in anisotropic media
Published in Theoretical computer science (29-07-2013)“…We study the minimum cost path problem in an environment in which the cost is direction dependent (anisotropic). The problem arises in sailing, robotics,…”
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Patient-level explainable machine learning to predict major adverse cardiovascular events from SPECT MPI and CCTA imaging
Published in PloS one (01-01-2023)Get full text
Journal Article -
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Correction to: Runtime self-monitoring approach of business process compliance in cloud environments
Published in Cluster computing (01-01-2019)“…The original version of this article unfortunately contained a mistake in the acknowledgement statement…”
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Correction To: Large scale graph processing systems: survey and an experimental evaluation
Published in Cluster computing (01-06-2018)“…The original version of this article unfortunately contained a mistake in the acknowledgement statement…”
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Journal Article -
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To tune or not to tune? An Approach for Recommending Important Hyperparameters
Published 30-08-2021“…Novel technologies in automated machine learning ease the complexity of algorithm selection and hyperparameter optimization. Hyperparameters are important for…”
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MachineLearnAthon: An Action-Oriented Machine Learning Didactic Concept
Published 29-01-2024“…Machine Learning (ML) techniques are encountered nowadays across disciplines, from social sciences, through natural sciences to engineering. The broad…”
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Quickest Path Queries on Transportation Network
Published 02-12-2010“…This paper considers the problem of finding a quickest path between two points in the Euclidean plane in the presence of a transportation network. A…”
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An efficient algorithm for image retrieval through fusion of two clustering approaches based on combined features
Published in 2008 23rd International Conference Image and Vision Computing New Zealand (01-11-2008)“…This paper proposes new approaches for image representation to bridge the gap between visual features and semantics. Two new combined feature extraction…”
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Conference Proceeding