This work targets the development of a neighborhood-based Collaborative Filtering therapy recommender system for clinical decision support. The proposed algorithm estimates outcome of pharmaceutical therapy options in order to derive recommendations. Two approaches, namely a Relief-based algorithm and a metric learning approach are investigated. Both adapt similarity functions to the underlying data in order to determine the neighborhood incorporated into the filtering process. The implemented approaches are evaluated regarding the accuracy of the outcome estimations. The metric learning approach can outperform the Relief-based algorithms. It is, however, inferior regarding explainability of the generated recommendations.
Heft
Open Access
Band 5, Heft 1 - Proceedings of the 2019 Annual Meeting of the German Society of Biomedical Engineering (25–26 September 2019, Frankfurt am Main)
Inhalt
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18. September 2019
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Open AccessSurface EMG-based Surgical Instrument Classification for Dynamic Activity Recognition in Surgical Workflows18. September 2019
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Open AccessRelationship between core body temperature and heart rate variability in an ultrashort sleep-wake schedule18. September 2019
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Open AccessSelf-adapting Classification System for Swallow Intention Detection in Dysphagia Therapy18. September 2019
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Open AccessWireless retina implant with large visual field18. September 2019
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Open AccessModification of joint prosthesis surfaces by ultrashort pulse laser treatment for improved joint lubrication18. September 2019
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Open AccessDevelopment of an Assistance System for the Intuitive Assessment of Laboratory Findings in Oncology18. September 2019
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Open AccessHeart Rate Variability Analysis During Lower Body Negative Pressure Test Induced Central Hypovolemia18. September 2019
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Open AccessInfluence of ECG Lead Reduction Techniques for Extracellular Potassium and Calcium Concentration Estimation18. September 2019
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Open AccessComputer model of oxygenation in neonates18. September 2019
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Open AccessEsophageal electrode model and simulation of directed transesophageal electrical pacing of the spinal cord18. September 2019
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Open AccessMedical device innovations for cardiovascular, ophthalmologic and otolaryngologic applications18. September 2019
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Open AccessComputational flow analysis of the washout of an aortic valve by means of Eulerian transport equation18. September 2019
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Open AccessLearning by Researching – Students enhance perfusionist’s workplace with data glasses in internships18. September 2019
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Open AccessImplantomics: A Paradigm Shift in Implantology18. September 2019
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Open AccessAn actuated larynx phantom for pre-clinical evaluation of droplet-based reflex-stimulating laryngoscopes18. September 2019
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Open AccessImpact of lung volume changes on perfusion estimates derived by Electrical Impedance Tomography18. September 2019
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Open AccessDevelopment of an antifibrotic drug-eluting coating for a minimally invasive implantable glaucoma microstent18. September 2019
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Open AccessConstruction of a novel microfluidic experimental setup for testing recent glaucoma drainage devices18. September 2019
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Open AccessQuantifying the uncertainty of deep learning-based computer-aided diagnosis for patient safety18. September 2019
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Open AccessUsing Deep Correlation Features to define the Meta Style of Cell Images for Classification18. September 2019
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Open AccessComputer Aided Detection of Polyps in Whitelight- Colonoscopy Images using Deep Neural Networks18. September 2019
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Open AccessDevelopment and manufacturing of a custom made implant regarding the new European Medical Device Regulation18. September 2019
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Open AccessValidation System for Digital Stethoscopes18. September 2019
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Open AccessIntegrating Label Uncertainty in Ultrasound Image Classification using Weighted Support Vector Machines18. September 2019
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Open AccessCatheter pose-dependent virtual angioscopy images visualized on augmented reality glasses18. September 2019
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Open AccessTemperature Controlled and Monitored Ex Vivo Lung Perfusion System for Research and Training Purposes18. September 2019
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Open AccessCytotoxicity and Sterilization Resistance of Electronic Components for Disposable Smart Biomedical Devices18. September 2019
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Open AccessAspects of Multimodal Hybrid Biomaterials18. September 2019
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Open AccessSuperparamagnetic Iron Oxide Nanoparticles18. September 2019
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Open AccessCovalent coupling of polymers as drug coatings on silicone surfaces for future applications18. September 2019
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Open AccessThermomechanical properties of PEGDA in combination with different photo-curable comonomers18. September 2019
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Open AccessFormation and characterisation of hydrogel diffusion channels for directed drug delivery18. September 2019
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Open AccessSafety evaluation of resveratrol as an active compound for drug-eluting cardiovascular implants18. September 2019
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Open AccessDetermination of the hyperelastic material behavior of hydrogel specimens for expandable lens implants18. September 2019
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Open AccessRemoval of ECG artifacts from EMG signals with different artifact magnitudes by template subtraction18. September 2019
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Open AccessElectrical Dipole Source Localization using Hybrid Least Squares Method in combination with ICA18. September 2019
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Open AccessMultiscale Parameter Estimation (msPE) of QRS complexes distorted by magnetohydrodynamic effects at 7 Tesla18. September 2019
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Open AccessEvaluation of inertial Sensors and optical measurement methods for head and shoulder angle motion analysis18. September 2019
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Open AccessFeasibility test of Dynamic Cooling for detection of small tumors in IR thermographic breast imaging18. September 2019
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Open AccessRemotely controllable phantom rotation system for ultra-high field MRI to improve Cross Calibration18. September 2019
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Open AccessProbabilistic Estimation of Human Interaction Needs in Context of a Robotic Assistance in Geriatrics18. September 2019
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Open AccessIdentification of factors influencing insertion characteristics of cochlear implant electrode carriers18. September 2019
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Open AccessEnhancing the biocompatibility of siliconepolycarbonate urethane based implant materials18. September 2019
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Open AccessCharacterization of Atrial Septal Defect Occluders by right and left atrial pull-out forces18. September 2019
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Open AccessDevelopment of an in vitro test procedure for the characterization of left atrial appendage occluder devices18. September 2019
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Open AccessInfluence of leaflet geometry on hydrodynamic performance of transcatheter aortic valve prostheses18. September 2019
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Open AccessNumerical simulation of the functionality of a stent structure for venous valve prostheses18. September 2019
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Open AccessMethod for the improvement of mechanical properties of biodegradable polymeric scaffolds18. September 2019
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Open AccessExtrusion as a manufacturing process for polymer micro-tubes for various bio-medical applications18. September 2019
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Open AccessDevelopment of an experimental setup for the in vitro investigation of mitral valve repair devices18. September 2019
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Open AccessNumerical simulation and in vitro examination of the flow behaviour within coronary stents18. September 2019
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Open AccessA step towards enzyme-free tissue dissociation18. September 2019
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Open AccessModel of SpO2 signal of the neonate18. September 2019
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Open AccessA new approach to quickly edit geometries and estimate stresses and displacements of implants in real-time18. September 2019
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Open AccessRobust motion tracking of deformable targets in the liver using binary feature libraries in 4D ultrasound18. September 2019
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