Search Results - "Sherif Sakr"
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On the interpretability of machine learning-based model for predicting hypertension
Published in BMC medical informatics and decision making (29-07-2019)“…Although complex machine learning models are commonly outperforming the traditional simple interpretable models, clinicians find it hard to understand and…”
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2
Exploiting time series of Sentinel-1 and Sentinel-2 to detect grassland mowing events using deep learning with reject region
Published in Scientific reports (19-01-2022)“…Governments pay agencies to control the activities of farmers who receive governmental support. Field visits are costly and highly time-consuming; hence remote…”
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Towards a Comprehensive Data Analytics Framework for Smart Healthcare Services
Published in Big data research (01-06-2016)“…With the increasing volumes of information gathered via patient monitoring systems, physicians have been put on increasing pressure for making sophisticated…”
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Interpretability in healthcare: A comparative study of local machine learning interpretability techniques
Published in Computational intelligence (01-11-2021)“…Although complex machine learning models (eg, random forest, neural networks) are commonly outperforming the traditional and simple interpretable models (eg,…”
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SDDM: an interpretable statistical concept drift detection method for data streams
Published in Journal of intelligent information systems (01-06-2021)“…Machine learning models assume that data is drawn from a stationary distribution. However, in practice, challenges are imposed on models that need to make…”
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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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A Survey of Large Scale Data Management Approaches in Cloud Environments
Published in IEEE Communications surveys and tutorials (01-01-2011)“…In the last two decades, the continuous increase of computational power has produced an overwhelming flow of data. Moreover, the recent advances in Web…”
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Using machine learning on cardiorespiratory fitness data for predicting hypertension: The Henry Ford ExercIse Testing (FIT) Project
Published in PloS one (18-04-2018)“…This study evaluates and compares the performance of different machine learning techniques on predicting the individuals at risk of developing hypertension,…”
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Predicting diabetes mellitus using SMOTE and ensemble machine learning approach: The Henry Ford ExercIse Testing (FIT) project
Published in PloS one (24-07-2017)“…Machine learning is becoming a popular and important approach in the field of medical research. In this study, we investigate the relative performance of…”
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Right coronary ostial atresia with Vieussens' arterial ring
Published in Acta Cardiologica (03-10-2024)Get full text
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Comparison of machine learning techniques to predict all-cause mortality using fitness data: the Henry ford exercIse testing (FIT) project
Published in BMC medical informatics and decision making (19-12-2017)“…Prior studies have demonstrated that cardiorespiratory fitness (CRF) is a strong marker of cardiovascular health. Machine learning (ML) can enhance the…”
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FIT calculator: a multi-risk prediction framework for medical outcomes using cardiorespiratory fitness data
Published in Scientific reports (16-04-2024)“…Accurately predicting patients' risk for specific medical outcomes is paramount for effective healthcare management and personalized medicine. While a…”
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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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Building Pipelines for Heterogeneous Execution Environments for Big Data Processing
Published in IEEE software (01-03-2016)“…Many real-world data analysis scenarios require pipelining and integration of multiple (big) data-processing and data-analytics jobs, which often execute in…”
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15
Business Process Analytics and Big Data Systems: A Roadmap to Bridge the Gap
Published in IEEE access (2018)“…Business processes represent a cornerstone to the operation of any enterprise. They are the operational means for such organizations to fulfill their goals…”
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Association Between Left Atrial Appendage Morphology Evaluated by Trans-Esophageal Echocardiography and Ischemic Cerebral Stroke in Patients With Atrial Fibrillation
Published in International Heart Journal (2015)“…The left atrial appendage (LAA) represents one of the major sources of cardiac thrombi responsible for embolic stroke in patients with atrial fibrillation…”
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Artificial intelligence for plaque characterization: A scientific exercise looking for a clinical application
Published in Atherosclerosis (01-09-2019)Get full text
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18
Interictal Electrocardiographic and Echocardiographic Changes in Patients With Generalized Tonic-Clonic Seizures
Published in International Heart Journal (2013)“…Partial and generalized seizures often affect autonomic functions during seizures, and interictal and postictal periods. We investigated possible interictal…”
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Higher Fitness Is Strongly Protective in Patients with Family History of Heart Disease: The FIT Project
Published in The American journal of medicine (01-03-2017)“…Abstract Background Cardiorespiratory fitness protects against mortality; however, little is known about the benefits of improved fitness in individuals with a…”
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A Novel Technique for Multi-Track Percutaneous Balloon Mitral Valvoplasty
Published in International Heart Journal (2013)“…Percutaneous balloon mitral valvoplasty (PBMV) has become the treatment of choice for severe pliable rheumatic mitral stenosis. The multi-track system is a…”
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