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.
Issue
Open Access
Volume 5, Issue 1 - Proceedings of the 2019 Annual Meeting of the German Society of Biomedical Engineering (25–26 September 2019, Frankfurt am Main)
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Open AccessSurface EMG-based Surgical Instrument Classification for Dynamic Activity Recognition in Surgical WorkflowsSeptember 18, 2019
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Open AccessRelationship between core body temperature and heart rate variability in an ultrashort sleep-wake scheduleSeptember 18, 2019
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Open AccessSelf-adapting Classification System for Swallow Intention Detection in Dysphagia TherapySeptember 18, 2019
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Open AccessWireless retina implant with large visual fieldSeptember 18, 2019
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Open AccessModification of joint prosthesis surfaces by ultrashort pulse laser treatment for improved joint lubricationSeptember 18, 2019
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Open AccessDevelopment of an Assistance System for the Intuitive Assessment of Laboratory Findings in OncologySeptember 18, 2019
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Open AccessHeart Rate Variability Analysis During Lower Body Negative Pressure Test Induced Central HypovolemiaSeptember 18, 2019
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Open AccessInfluence of ECG Lead Reduction Techniques for Extracellular Potassium and Calcium Concentration EstimationSeptember 18, 2019
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Open AccessComputer model of oxygenation in neonatesSeptember 18, 2019
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Open AccessEsophageal electrode model and simulation of directed transesophageal electrical pacing of the spinal cordSeptember 18, 2019
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Open AccessMedical device innovations for cardiovascular, ophthalmologic and otolaryngologic applicationsSeptember 18, 2019
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Open AccessComputational flow analysis of the washout of an aortic valve by means of Eulerian transport equationSeptember 18, 2019
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Open AccessLearning by Researching – Students enhance perfusionist’s workplace with data glasses in internshipsSeptember 18, 2019
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Open AccessImplantomics: A Paradigm Shift in ImplantologySeptember 18, 2019
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Open AccessAn actuated larynx phantom for pre-clinical evaluation of droplet-based reflex-stimulating laryngoscopesSeptember 18, 2019
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Open AccessImpact of lung volume changes on perfusion estimates derived by Electrical Impedance TomographySeptember 18, 2019
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Open AccessDevelopment of an antifibrotic drug-eluting coating for a minimally invasive implantable glaucoma microstentSeptember 18, 2019
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Open AccessConstruction of a novel microfluidic experimental setup for testing recent glaucoma drainage devicesSeptember 18, 2019
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Open AccessQuantifying the uncertainty of deep learning-based computer-aided diagnosis for patient safetySeptember 18, 2019
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Open AccessUsing Deep Correlation Features to define the Meta Style of Cell Images for ClassificationSeptember 18, 2019
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Open AccessComputer Aided Detection of Polyps in Whitelight- Colonoscopy Images using Deep Neural NetworksSeptember 18, 2019
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Open AccessDevelopment and manufacturing of a custom made implant regarding the new European Medical Device RegulationSeptember 18, 2019
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Open AccessValidation System for Digital StethoscopesSeptember 18, 2019
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Open AccessIntegrating Label Uncertainty in Ultrasound Image Classification using Weighted Support Vector MachinesSeptember 18, 2019
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Open AccessCatheter pose-dependent virtual angioscopy images visualized on augmented reality glassesSeptember 18, 2019
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Open AccessTemperature Controlled and Monitored Ex Vivo Lung Perfusion System for Research and Training PurposesSeptember 18, 2019
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Open AccessCytotoxicity and Sterilization Resistance of Electronic Components for Disposable Smart Biomedical DevicesSeptember 18, 2019
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Open AccessAspects of Multimodal Hybrid BiomaterialsSeptember 18, 2019
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Open AccessSuperparamagnetic Iron Oxide NanoparticlesSeptember 18, 2019
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Open AccessCovalent coupling of polymers as drug coatings on silicone surfaces for future applicationsSeptember 18, 2019
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Open AccessThermomechanical properties of PEGDA in combination with different photo-curable comonomersSeptember 18, 2019
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Open AccessFormation and characterisation of hydrogel diffusion channels for directed drug deliverySeptember 18, 2019
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Open AccessSafety evaluation of resveratrol as an active compound for drug-eluting cardiovascular implantsSeptember 18, 2019
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September 18, 2019
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Open AccessDetermination of the hyperelastic material behavior of hydrogel specimens for expandable lens implantsSeptember 18, 2019
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September 18, 2019
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Open AccessRemoval of ECG artifacts from EMG signals with different artifact magnitudes by template subtractionSeptember 18, 2019
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Open AccessElectrical Dipole Source Localization using Hybrid Least Squares Method in combination with ICASeptember 18, 2019
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Open AccessMultiscale Parameter Estimation (msPE) of QRS complexes distorted by magnetohydrodynamic effects at 7 TeslaSeptember 18, 2019
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September 18, 2019
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Open AccessEvaluation of inertial Sensors and optical measurement methods for head and shoulder angle motion analysisSeptember 18, 2019
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September 18, 2019
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Open AccessFeasibility test of Dynamic Cooling for detection of small tumors in IR thermographic breast imagingSeptember 18, 2019
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Open AccessRemotely controllable phantom rotation system for ultra-high field MRI to improve Cross CalibrationSeptember 18, 2019
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Open AccessProbabilistic Estimation of Human Interaction Needs in Context of a Robotic Assistance in GeriatricsSeptember 18, 2019
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September 18, 2019
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Open AccessIdentification of factors influencing insertion characteristics of cochlear implant electrode carriersSeptember 18, 2019
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September 18, 2019
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Open AccessEnhancing the biocompatibility of siliconepolycarbonate urethane based implant materialsSeptember 18, 2019
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Open AccessCharacterization of Atrial Septal Defect Occluders by right and left atrial pull-out forcesSeptember 18, 2019
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Open AccessDevelopment of an in vitro test procedure for the characterization of left atrial appendage occluder devicesSeptember 18, 2019
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September 18, 2019
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September 18, 2019
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Open AccessInfluence of leaflet geometry on hydrodynamic performance of transcatheter aortic valve prosthesesSeptember 18, 2019
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Open AccessNumerical simulation of the functionality of a stent structure for venous valve prosthesesSeptember 18, 2019
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September 18, 2019
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Open AccessMethod for the improvement of mechanical properties of biodegradable polymeric scaffoldsSeptember 18, 2019
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Open AccessExtrusion as a manufacturing process for polymer micro-tubes for various bio-medical applicationsSeptember 18, 2019
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September 18, 2019
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September 18, 2019
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Open AccessDevelopment of an experimental setup for the in vitro investigation of mitral valve repair devicesSeptember 18, 2019
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Open AccessNumerical simulation and in vitro examination of the flow behaviour within coronary stentsSeptember 18, 2019
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Open AccessA step towards enzyme-free tissue dissociationSeptember 18, 2019
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Open AccessModel of SpO2 signal of the neonateSeptember 18, 2019
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Open AccessA new approach to quickly edit geometries and estimate stresses and displacements of implants in real-timeSeptember 18, 2019
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Open AccessRobust motion tracking of deformable targets in the liver using binary feature libraries in 4D ultrasoundSeptember 18, 2019
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