Search Results - "Mougiakakou, Stavroula G"
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Model-Free Machine Learning in Biomedicine: Feasibility Study in Type 1 Diabetes
Published in PloS one (21-07-2016)“…Although reinforcement learning (RL) is suitable for highly uncertain systems, the applicability of this class of algorithms to medical treatment may be…”
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Meta-analysis of the radiological and clinical features of Usual Interstitial Pneumonia (UIP) and Nonspecific Interstitial Pneumonia (NSIP)
Published in PloS one (01-01-2020)“…To conduct a meta-analysis to determine specific computed tomography (CT) patterns and clinical features that discriminate between nonspecific interstitial…”
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Real-time adaptive models for the personalized prediction of glycemic profile in type 1 diabetes patients
Published in Diabetes technology & therapeutics (01-02-2012)“…Prediction of glycemic profile is an important task for both early recognition of hypoglycemia and enhancement of the control algorithms for optimization of…”
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A multifactorial analysis of obesity as CVD risk factor: use of neural network based methods in a nutrigenetics context
Published in BMC bioinformatics (08-09-2010)“…Obesity is a multifactorial trait, which comprises an independent risk factor for cardiovascular disease (CVD). The aim of the current work is to study the…”
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A Food Recognition System for Diabetic Patients Based on an Optimized Bag-of-Features Model
Published in IEEE journal of biomedical and health informatics (01-07-2014)“…Computer vision-based food recognition could be used to estimate a meal's carbohydrate content for diabetic patients. This study proposes a methodology for…”
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Computer-Aided Diagnosis of Pulmonary Fibrosis Using Deep Learning and CT Images
Published in Investigative radiology (01-10-2019)“…OBJECTIVESThe objective of this study is to assess the performance of a computer-aided diagnosis (CAD) system (INTACT system) for the automatic classification…”
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Differential diagnosis of CT focal liver lesions using texture features, feature selection and ensemble driven classifiers
Published in Artificial intelligence in medicine (01-09-2007)“…Summary Objectives The aim of the present study is to define an optimally performing computer-aided diagnosis (CAD) architecture for the classification of…”
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A Dual Mode Adaptive Basal-Bolus Advisor Based on Reinforcement Learning
Published in IEEE journal of biomedical and health informatics (01-11-2019)“…Self-monitoring of blood glucose (SMBG) and continuous glucose monitoring (CGM) are commonly used by type 1 diabetes (T1D) patients to measure glucose…”
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An Actor–Critic based controller for glucose regulation in type 1 diabetes
Published in Computer methods and programs in biomedicine (01-02-2013)“…Abstract A novel adaptive approach for glucose control in individuals with type 1 diabetes under sensor-augmented pump therapy is proposed. The controller, is…”
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A feasibility study for the provision of electronic healthcare tools and services in areas of Greece, Cyprus and Italy
Published in Biomedical engineering online (07-06-2011)“…Through this paper, we present the initial steps for the creation of an integrated platform for the provision of a series of eHealth tools and services to both…”
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An Insulin Infusion Advisory System Based on Autotuning Nonlinear Model-Predictive Control
Published in IEEE transactions on biomedical engineering (01-09-2011)“…This paper aims at the development and evaluation of a personalized insulin infusion advisory system (IIAS), able to provide real-time estimations of the…”
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Influence of Lung Reconstruction Algorithms on Interstitial Lung Pattern Recognition on CT
Published in RöFo : Fortschritte auf dem Gebiet der Röntgenstrahlen und der bildgebende Verfahren (01-01-2023)“…Despite current recommendations, there is no recent scientific study comparing the influence of CT reconstruction kernels on lung pattern recognition in…”
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SMARTDIAB: A Communication and Information Technology Approach for the Intelligent Monitoring, Management and Follow-up of Type 1 Diabetes Patients
Published in IEEE transactions on information technology in biomedicine (01-05-2010)“…SMARTDIAB is a platform designed to support the monitoring, management, and treatment of patients with type 1 diabetes mellitus (T1DM), by combining…”
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Computer aided diagnosis based on medical image processing and artificial intelligence methods
Published in Nuclear instruments & methods in physics research. Section A, Accelerators, spectrometers, detectors and associated equipment (20-12-2006)“…Advances in imaging technology and computer science have greatly enhanced interpretation of medical images, and contributed to early diagnosis. The typical…”
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A computer-aided diagnostic system to characterize CT focal liver lesions: design and optimization of a neural network classifier
Published in IEEE transactions on information technology in biomedicine (01-09-2003)“…In this paper, a computer-aided diagnostic (CAD) system for the classification of hepatic lesions from computed tomography (CT) images is presented. Regions of…”
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Reinforcement Learning-Based Adaptive Insulin Advisor for Individuals with Type 1 Diabetes Patients under Multiple Daily Injections Therapy
Published in 2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) (01-07-2019)“…The existing adaptive basal-bolus advisor (ABBA) was further developed to benefit patients under insulin therapy with multiple daily injections (MDI). Three…”
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Conference Proceeding Journal Article -
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An Artificial Intelligence-Based System for Nutrient Intake Assessment of Hospitalised Patients
Published in 2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) (01-07-2019)“…Regular nutrient intake monitoring in hospitalised patients plays a critical role in reducing the risk of disease-related malnutrition (DRM). Although several…”
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Personalized tuning of a reinforcement learning control algorithm for glucose regulation
Published in 2013 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) (2013)“…Artificial pancreas is in the forefront of research towards the automatic insulin infusion for patients with type 1 diabetes. Due to the high inter- and…”
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Conference Proceeding Journal Article -
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Multi-model data fusion to improve an early warning system for hypo-/hyperglycemic events
Published in 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (01-01-2014)“…Correct predictions of future blood glucose levels in individuals with Type 1 Diabetes (T1D) can be used to provide early warning of upcoming…”
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Conference Proceeding Journal Article -
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SCAPEVIEWER: preliminary results of a landscape perception classification system based on neural network technology
Published in Ecological engineering (01-01-2005)“…In this paper, the implementation of a pilot computerized system for the classification of landscape images (SCAPEVIEWER) is presented. A total of 108…”
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