Mougiakakou, Stavroula

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2017

Garcia Garcia, Fernando; Metaxa, Eleni; Christodoulidis, Stergios; Anthimopoulos, Marios; Kontopodis, Nikolaos; Correa Londoño, Martina; Wyss, Thomas; Papacharilaou, Yiannis; Ioannou, Christos; Von Tengg-Kobligk, Hendrik; Mougiakakou, Stavroula (2017). Prognosis of abdominal aortic aneurysms: A machine learning-enabled approach merging clinical, morphometric, biomechanical and texture information (In Press). In: 30th IEEE International Symposium on Computer-Based Medical Systems - IEEE CBMS 2017. Institute of Electrical and Electronics Engineers

2016

Jankovic, Marko; Mosimann, Samuel; Bally, Lia; Stettler, Christoph; Mougiakakou, Stavroula (29 December 2016). Deep prediction model: The case of online adaptive prediction of subcutaneous glucose. In: 13th Symposium on Neural Networks and Applications (NEUREL) (pp. 1-5). IEEE 10.1109/NEUREL.2016.7800095

Dehais, Joachim Blaise; Anthimopoulos, Marios; Shevchik, Sergey; Mougiakakou, Stavroula (2016). Two-view 3D Reconstruction for Food Volume Estimation. IEEE transactions on multimedia, 19(5), pp. 1090-1099. Institute of Electrical and Electronics Engineers 10.1109/TMM.2016.2642792

Christodoulidis, Stergios; Anthimopoulos, Marios; Ebner, Lukas; Christe, Andreas; Mougiakakou, Stavroula (2016). Multi-source Transfer Learning with Convolutional Neural Networks for Lung Pattern Analysis. IEEE journal of biomedical and health informatics, 21(1), p. 1. Institute of Electrical and Electronics Engineers 10.1109/JBHI.2016.2636929

Christe, Andreas; Anthimopoulos, Marios; Christodoulidis, Stergios; Ebner, Lukas; Mougiakakou, Stavroula (27 November 2016). Lung Pattern Classification for Interstitial Lung Diseases Using a Deep Convolutional Neural Network (Unpublished). In: Radiological Society of North America (RSNA). Chicago. 2016.

Bally, Lia; Dehais, Joachim Blaise; Nakas, Christos T.; Anthimopoulos, Marios; Laimer, Markus; Rhyner, Daniel Kaspar; Rosenberg, George; Züger, Thomas; Diem, Peter; Mougiakakou, Stavroula; Stettler, Christoph (2016). Carbohydrate Estimation Supported by the GoCARB system in Individuals With Type 1 Diabetes: A Randomized Prospective Pilot Study. Diabetes care, 40(2), dc162173. American Diabetes Association 10.2337/dc16-2173

Anthimopoulos, Marios; Gupta, Sidharta; Arampatzis, Spyridon; Mougiakakou, Stavroula (4 October 2016). Smartphone-based Urine Strip Analysis. In: IEEE International Conference on Imaging Systems and Techniques (IEEE IST2016) (pp. 368-372). IEEE 10.1109/IST.2016.7738253

Daskalaki, Eleni; Diem, Peter; Mougiakakou, Stavroula (2016). Model-Free Machine Learning in Biomedicine: Feasibility Study in Type 1 Diabetes. PLoS ONE, 11(7), e0158722. Public Library of Science 10.1371/journal.pone.0158722

Rhyner, Daniel Kaspar; Loher, Hannah; Dehais, Joachim Blaise; Anthimopoulos, Marios; Shevchik, Sergey; Botwey, Ransford Henry; Duke, David; Stettler, Christoph; Diem, Peter; Mougiakakou, Stavroula (2016). Carbohydrate Estimation by a Mobile Phone-Based System Versus Self-Estimations of Individuals With Type 1 Diabetes Mellitus: A Comparative Study. Journal of medical internet research, 18(5), e101. Centre of Global eHealth Innovation 10.2196/jmir.5567

Christe, Andreas; Anthimopoulos, Marios; Christodoulidis, Stergios; Ebner, Lukas; Mougiakakou, Stavroula (13 March 2016). Classification of interstitial lung disease patterns of HRCT images using DCT features (Unpublished). In: Society of Thoracic Radiology STR. Scottsdale, USA. 2016.

Anthimopoulos, Marios; Christodoulidis, Stergios; Ebner, Lukas Michael; Christe, Andreas; Mougiakakou, Stavroula (2016). Lung Pattern Classification for Interstitial Lung Diseases Using a Deep Convolutional Neural Network. IEEE transactions on medical imaging, 35(5), pp. 1207-1216. Institute of Electrical and Electronics Engineers IEEE 10.1109/TMI.2016.2535865

2015

Laimer, Markus; Stettler, Christoph; Diem, Peter; Mougiakakou, Stavroula (2015). GoCARB: Smartphone-App zur Kohlenhydratberechnung bei Typ-1-Diabetes. Der Diabetologe, 11(7), pp. 575-578. Springer 10.1007/s11428-015-0026-9

Dehais, Joachim Blaise; Anthimopoulos, Marios; Mougiakakou, Stavroula (21 August 2015). Dish Detection and Segmentation for Dietary Assessment on Smartphones. In: Murino, Vittorio; Puppo, Enrico; Sona, Diego; Cristani, Marco; Sansone, Carlo (eds.) ICIAP 2015 Workshops. New Trends in Image Analysis and Processing. Lecture Notes in Computer Science: Vol. 9281 (pp. 433-440). Springer 10.1007/978-3-319-23222-5_53

Christodoulidis, Stergios; Anthimopoulos, Marios; Mougiakakou, Stavroula (21 August 2015). Food Recognition for Dietary Assessment Using Deep Convolutional Neural Networks. In: Murino, Vittorio; Puppo, Enrico; Sona, Diego; Cristani, Marco; Sansone, Carlo (eds.) ICIAP 2015 International Workshops. Lecture Notes in Computer Science: Vol. 9281 (pp. 458-465). Springer 10.1007/978-3-319-23222-5_56

Anthimopoulos, Marios; Dehais, Joachim Blaise; Shevchik, Sergey; Botwey, Ransford Henry; Duke, David; Diem, Peter; Mougiakakou, Stavroula (2015). Computer Vision-Based Carbohydrate Estimation for Type 1 Diabetic Patients Using Smartphones. Journal of diabetes science and technology, 9(3), pp. 507-515. Diabetes Technology Society 10.1177/1932296815580159

Agianniotis, Aristotelis; Anthimopoulos, Marios; Daskalaki, Eleni; Drapela, Aurélie; Stettler, Christoph; Diem, Peter; Mougiakakou, Stavroula (2015). GoCARB in the Context of an Artificial Pancreas. Journal of diabetes science and technology, 9(3), pp. 549-555. Diabetes Technology Society 10.1177/1932296815583333

Pfützner, Andreas; Weissmann, Joerg; Mougiakakou, Stavroula; Daskalaki, Eleni; Weis, Norbert; Ziegler, Ralph (2015). Glycemic Variability Is Associated with Frequency of Blood Glucose Testing and Bolus: Post Hoc Analysis Results from the ProAct Study. Diabetes technology & therapeutics, 17(6), pp. 392-397. Mary Ann Liebert 10.1089/dia.2014.0278

Anthimopoulos, Marios; Christodoulidis, Stergios; Christe, Andreas; Mougiakakou, Stavroula (2015). Computer-aided diagnosis of interstitial lung diseases based on CT image analysis. In: Musa, Sarhan M. (ed.) Computational Optical Biomedical Spectroscopy and Imaging (pp. 175-201). CRC Press

2014

Botwey, Ransford Henry; Daskalaki, Eleni; Diem, Peter; Mougiakakou, Stavroula (August 2014). Multi-Model Data Fusion to Improve an Early Warning System for Hypo-/Hyperglycemic Events. IEEE Engineering in Medicine and Biology Society conference proceedings, 2014, pp. 4843-4846. IEEE Service Center 10.1109/EMBC.2014.6944708

Anthimopoulos, Marios M.; Gianola, Lauro; Scarnato, Luca; Diem, Peter; Mougiakakou, Stavroula (2014). A Food Recognition System for Diabetic Patients based on an Optimized Bag of Features Model. IEEE journal of biomedical and health informatics, 18(4), pp. 1261-2194. Institute of Electrical and Electronics Engineers 10.1109/JBHI.2014.2308928

Daskalaki, Eleni; Diem, Peter; Mougiakakou, Stavroula (2014). Adaptive Algorithms for Personalized Diabetes Treatment. In: Marmarelis, Vasilis; Mitsis, Georgios (eds.) Data-driven Modeling for Diabetes: Diagnosis and Treatment. Lecture Notes in Bioengineering (pp. 91-116). Berlin: Springer

Anthimopoulos, Marios; Christodoulidis, Stergios; Christe, Andreas; Mougiakakou, Stavroula (2014). Classification of interstitial lung disease patterns using local DCT features and random forest. IEEE Engineering in Medicine and Biology Society conference proceedings, 2014, pp. 6040-6043. IEEE Service Center 10.1109/EMBC.2014.6945006

2013

Anthimopoulos, Marios; Dehais, Joachim Blaise; Diem, Peter; Mougiakakou, Stavroula (November 2013). Segmentation and Recognition of Multi-Food Meal Images for Carbohydrate Counting. In: 13th IEEE International Conference on BioInformatics and BioEngineering system (IEEE BIBE2013). Chania, Greece. 10.-13.11.2013.

Dehais, Joachim Blaise; Shevchik, Sergey; Diem, Peter; Mougiakakou, Stavroula (November 2013). Food Volume Computation for Self Dietary Assessment Applications. In: 2013 IEEE 13th International Conference on Bioinformatics and Bioengineering (BIBE). Chania, Greece. 10.-13.11.2013.

Daskalaki, Eleni; Diem, Peter; Mougiakakou, Stavroula (July 2013). Personalized Tuning of a Reinforcement Learning Control Algorithm for Glucose Regulation. IEEE Engineering in Medicine and Biology Society conference proceedings, 2013, pp. 3487-3490. IEEE Service Center 10.1109/EMBC.2013.6610293

Daskalaki, Elena; Nørgaard, Kirsten; Züger, Thomas; Prountzou, Aikaterini; Diem, Peter; Mougiakakou, Stavroula (2013). An Early-Warning System for Hypo-/Hyperglycemic Events Based on Fusion of Adaptive Prediction Models. Journal of diabetes science and technology, 7(3), pp. 689-698. Diabetes Technology Society

Daskalaki, Elena; Nørgaard, Kirsten; Züger, Thomas; Prountzou, Aikaterini; Diem, Peter; Mougiakakou, Stavroula (2013). An early warning system for hypoglycemic/hyperglycemic events based on fusion of adaptive prediction models. Journal of diabetes science and technology, 7(3), pp. 689-98. Foster City, Calif.: Diabetes Technology Society

2012

Banz, Vanessa M; Sperisen, Oliver; de Moya, Marc; Zimmermann, Heinz; Candinas, Daniel; Mougiakakou, Stavroula G; Exadaktylos, Aristomenis K (2012). A 5-year follow-up of patients discharged with non-specific abdominal pain: out of sight, out of mind? Internal medicine journal, 42(4), pp. 395-401. Sydney: Blackwell 10.1111/j.1445-5994.2010.02288.x

Zueger, Thomas; Diem, Peter; Mougiakakou, Stavroula; Stettler, Christoph (2012). Influence of time point of calibration on accuracy of continuous glucose monitoring in individuals with type 1 diabetes. Diabetes technology & therapeutics, 14(7), pp. 583-8. Larchmont, N.Y.: Mary Ann Liebert 10.1089/dia.2011.0271

Daskalaki, Elena; Diem, Peter; Mougiakakou, Stavroula (2012). An Actor-Critic based controller for glucose regulation in type 1 diabetes. Computer methods and programs in biomedicine, 109(2), pp. 116-125. Amsterdam: Elsevier 10.1016/j.cmpb.2010.02.010

Daskalaki, Elena; Prountzou, Aikaterini; Diem, Peter; Mougiakakou, Stavroula G (2012). Real-time adaptive models for the personalized prediction of glycemic profile in type 1 diabetes patients. Diabetes technology & therapeutics, 14(2), pp. 168-74. Larchmont, N.Y.: Mary Ann Liebert 10.1089/dia.2011.0093

2011

Mougiakakou, Stavroula; Kyriacou, Efthyvoulos; Perakis, Kostas; Papadopoulos, Homer; Androulidakis, Aggelos; Konnis, Georgios; Tranfaglia, Riccardo; Pecchia, Leandro; Bracale, Umberto; Pattichis, Constantinos; Koutsouris, Dimitrios (2011). A feasibility study for the provision of electronic healthcare tools and services in areas of Greece, Cyprus and Italy. Biomedical engineering online, 10, p. 49. London: BioMed Central 10.1186/1475-925X-10-49

Zarkogianni, Konstantia; Vazeou, Andriani; Mougiakakou, Stavroula; Prountzou, Aikaterini; Nikita, Konstantina S (2011). An insulin infusion advisory system based on autotuning nonlinear model-predictive control. IEEE transactions on biomedical engineering, 58(9), pp. 2467-77. New York, N.Y.: Institute of Electrical and Electronics Engineers IEEE 10.1109/TBME.2011.2157823

2010

Kouris, Ioannis; Mougiakakou, Stavroula; Scarnato, Luca; Iliopoulou, Dimitra; Diem, Peter; Vazeou, Andriani; Koutsouris, Dimitris (2010). Mobile phone technologies and advanced data analysis towards the enhancement of diabetes self-management. International journal of electronic healthcare, 5(4), pp. 386-402. Genève: Inderscience Enterprises

Kouris, Ioannis; Tsirmpas, Charalampos; Mougiakakou, Stavroula; Iliopoulou, Dimitra; Koutsouris, Dimitris (2010). E-Health towards ecumenical framework for personalized medicine via Decision Support System. IEEE Engineering in Medicine and Biology Society conference proceedings, 2010, pp. 2881-2885. Piscataway, N.J.: IEEE Service Center 10.1109/IEMBS.2010.5626308

Valavanis, Ioannis K; Mougiakakou, Stavroula G; Grimaldi, Keith A; Nikita, Konstantina S (2010). A multifactorial analysis of obesity as CVD risk factor: use of neural network based methods in a nutrigenetics context. BMC bioinformatics, 11, p. 453. London: BioMed Central 10.1186/1471-2105-11-453

Mougiakakou, Stavroula G; Bartsocas, Christos S; Bozas, Evangelos; Chaniotakis, Nikos; Iliopoulou, Dimitra; Kouris, Ioannis; Pavlopoulos, Sotiris; Prountzou, Aikaterini; Skevofilakas, Marios; Tsoukalis, Alexandre; Varotsis, Kostas; Vazeou, Andrianni; Zarkogianni, Konstantia; Nikita, Konstantina S (2010). SMARTDIAB: a communication and information technology approach for the intelligent monitoring, management and follow-up of type 1 diabetes patients. IEEE transactions on information technology in biomedicine, 14(3), pp. 622-33. New York, N.Y.: Institute of Electrical and Electronics Engineers IEEE 10.1109/TITB.2009.2039711

2008

Valavanis, Ioannis K; Mougiakakou, Stavroula G; Grimaldi, Keith A; Nikita, Konstantina S (2008). Analysis of postprandial lipemia as a Cardiovascular Disease risk factor using genetic and clinical information: an Artificial Neural Network perspective. IEEE Engineering in Medicine and Biology Society conference proceedings, 2008, pp. 4609-4612. Piscataway, N.J.: IEEE Service Center 10.1109/IEMBS.2008.4650240

2007

Zarkogianni, Konstantia; Mougiakakou, Stavroula G; Prountzou, Aikaterini; Vazeou, Andriani; Bartsocas, Christos S; Nikita, Konstantina S (2007). An insulin infusion advisory system for type 1 diabetes patients based on non-linear model predictive control methods. IEEE Engineering in Medicine and Biology Society conference proceedings, 2007, pp. 5972-5975. Piscataway, N.J.: IEEE Service Center

Valavanis, Ioannis K; Mougiakakou, Stavroula G; Nikita, Alexandra; Nikita, Konstantina S (2007). Evaluation of texture features in hepatic tissue characterization from non-enhanced CT images. IEEE Engineering in Medicine and Biology Society conference proceedings, 2007, pp. 3741-3744. Piscataway, N.J.: IEEE Service Center 10.1109/IEMBS.2007.4353145

Skevofilakas, Marios; Mougiakakou, Stavroula G; Zarkogianni, Konstantia; Aslanoglou, Erika; Pavlopoulos, Sotiris A; Vazeou, Andriani; Bartsocas, Christos S; Nikita, Konstantina S (2007). A communication and information technology infrastructure for real time monitoring and management of type 1 diabetes patients. IEEE Engineering in Medicine and Biology Society conference proceedings, 2007, pp. 3685-3688. Piscataway, N.J.: IEEE Service Center 10.1109/IEMBS.2007.4353131

Mougiakakou, Stavroula G; Valavanis, Ioannis K; Nikita, Alexandra; Nikita, Konstantina S (2007). Differential diagnosis of CT focal liver lesions using texture features, feature selection and ensemble driven classifiers. Artificial intelligence in medicine, 41(1), pp. 25-37. Amsterdam: Elsevier 10.1016/j.artmed.2007.05.002

Mougiakakou, Stavroula G R; Golemati, Spyretta; Gousias, Ioannis; Nicolaides, Andrew N; Nikita, Konstantina S (2007). Computer-aided diagnosis of carotid atherosclerosis based on ultrasound image statistics, laws' texture and neural networks. Ultrasound in medicine & biology, 33(1), pp. 26-36. Tarrytown, NY: Elsevier 10.1016/j.ultrasmedbio.2006.07.032

2006

Mougiakakou, Stavroula G; Prountzou, Aikaterini; Iliopoulou, Dimitra; Nikita, Konstantina S; Vazeou, Andriani; Bartsocas, Christos S (2006). Neural network based glucose - insulin metabolism models for children with Type 1 diabetes. IEEE Engineering in Medicine and Biology Society conference proceedings, 1, pp. 3545-3548. Piscataway, N.J.: IEEE Service Center

2005

Mougiakakou, S; Stoitsis, J; Iliopoulou, D; Prentza, A; Nikita, K; Koutsouris, D (2005). A Communication Platform for Tele-monitoring and Tele-management of Type 1 Diabetes. IEEE Engineering in Medicine and Biology Society conference proceedings, 3, pp. 2207-2210. Piscataway, N.J.: IEEE Service Center 10.1109/IEMBS.2005.1616901

Mougiakakou, S; Prountzou, K; Nikita, K (2005). A real time simulation model of glucose-insulin metabolism for type 1 diabetes patients. IEEE Engineering in Medicine and Biology Society conference proceedings, 1, pp. 298-301. Piscataway, N.J.: IEEE Service Center 10.1109/IEMBS.2005.1616403

2003

Gletsos, Miltiades; Mougiakakou, Stavroula G; Matsopoulos, George K; Nikita, Konstantina S; Nikita, Alexandra S; Kelekis, Dimitrios (2003). A computer-aided diagnostic system to characterize CT focal liver lesions: design and optimization of a neural network classifier. IEEE transactions on information technology in biomedicine, 7(3), pp. 153-62. New York, N.Y.: Institute of Electrical and Electronics Engineers IEEE 10.1109/TITB.2003.813793

2000

Mougiakakou, S G; Nikita, K S (2000). A neural network approach for insulin regime and dose adjustment in type 1 diabetes. Diabetes technology & therapeutics, 2(3), pp. 381-9. Larchmont, N.Y.: Mary Ann Liebert

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