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Articles

Non - invasive modelling methodology for the diagnosis of coronary artery disease using fuzzy cognitive maps

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Pages 879-887 | Received 21 Jan 2020, Accepted 10 May 2020, Published online: 20 May 2020

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Anna Feleki, Ioannis D. Apostolopoulos, Serafeim Moustakidis, Elpiniki I. Papageorgiou, Nikolaos Papathanasiou, Dimitrios Apostolopoulos & Nikolaos Papandrianos. (2023) Explainable Deep Fuzzy Cognitive Map Diagnosis of Coronary Artery Disease: Integrating Myocardial Perfusion Imaging, Clinical Data, and Natural Language Insights. Applied Sciences 13:21, pages 11953.
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Agorastos-Dimitrios Samaras, Serafeim Moustakidis, Ioannis D. Apostolopoulos, Elpiniki Papageorgiou & Nikolaos Papandrianos. (2023) Uncovering the Black Box of Coronary Artery Disease Diagnosis: The Significance of Explainability in Predictive Models. Applied Sciences 13:14, pages 8120.
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Agorastos-Dimitrios Samaras, Serafeim Moustakidis, Ioannis D. Apostolopoulos, Nikolaos Papandrianos & Elpiniki Papageorgiou. (2023) Classification models for assessing coronary artery disease instances using clinical and biometric data: an explainable man-in-the-loop approach. Scientific Reports 13:1.
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Ioannis D. Apostolopoulos & Peter P. Groumpos. (2023) Fuzzy Cognitive Maps: Their Role in Explainable Artificial Intelligence. Applied Sciences 13:6, pages 3412.
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Anna Feleki, Ioannis D. Apostolopoulos, Konstantinos Papageorgiou, Elpiniki I. Papageorgiou, Dimitris J. Apostolopoulos & Nikolaos I. Papandrianos. 2023. Fuzzy Logic and Technology, and Aggregation Operators. Fuzzy Logic and Technology, and Aggregation Operators 14 25 .
Ioannis D. Apostolopoulos, Ifigeneia Athanasoula, Mpesi Tzani & Peter P. Groumpos. (2022) An Explainable Deep Learning Framework for Detecting and Localising Smoke and Fire Incidents: Evaluation of Grad-CAM++ and LIME. Machine Learning and Knowledge Extraction 4:4, pages 1124-1135.
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Ioannis D. Apostolopoulos & Besiana A. Tzani. (2022) Towards an Internet of Things application for the prognosis of Coronary Artery Disease using Machine Learning and Fuzzy Logic. Towards an Internet of Things application for the prognosis of Coronary Artery Disease using Machine Learning and Fuzzy Logic.
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Ioannis D Apostolopoulos, Peter P Groumpos & Dimitris J Apostolopoulos. (2021) Advanced fuzzy cognitive maps: state-space and rule-based methodology for coronary artery disease detection. Biomedical Physics & Engineering Express 7:4, pages 045007.
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