Refine
H-BRS Bibliography
- yes (373) (remove)
Departments, institutes and facilities
- Fachbereich Informatik (80)
- Fachbereich Wirtschaftswissenschaften (69)
- Fachbereich Ingenieurwissenschaften und Kommunikation (65)
- Fachbereich Angewandte Naturwissenschaften (64)
- Fachbereich Sozialpolitik und Soziale Sicherung (59)
- Institut für Technik, Ressourcenschonung und Energieeffizienz (TREE) (53)
- Institut für funktionale Gen-Analytik (IFGA) (29)
- Internationales Zentrum für Nachhaltige Entwicklung (IZNE) (27)
- Institut für Cyber Security & Privacy (ICSP) (23)
- Institut für Verbraucherinformatik (IVI) (23)
Document Type
- Article (133)
- Conference Object (87)
- Part of a Book (44)
- Book (monograph, edited volume) (25)
- Preprint (15)
- Working Paper (13)
- Contribution to a Periodical (11)
- Report (9)
- Video (8)
- Research Data (6)
Year of publication
- 2021 (373) (remove)
Keywords
- Lehrbuch (7)
- DGQ (6)
- Melcher (6)
- Augmented Reality (4)
- Machine Learning (4)
- Usable Security (4)
- Big Data Analysis (3)
- Digitalisierung (3)
- Grundwerkzeug des Qualitätsmanagements (3)
- radiation (3)
- recovery (3)
- AML (2)
- AOD (2)
- Authentication features (2)
- Automatic Differentiation (2)
- C sequestration (2)
- C source (2)
- COD (2)
- Cognitive robot control (2)
- Detachment (2)
- Deutschland (2)
- Dimensionality reduction (2)
- Distribution grid management (2)
- Energiemeteorologie (2)
- Erzeugungsprognose (2)
- Explainable robotics (2)
- Gene expression (2)
- Generative Models (2)
- Gesundheitswesen (2)
- HSP90 (2)
- Hochschule Bonn-Rhein-Sieg (2)
- Human-Computer Interaction (2)
- Hydrogen storage (2)
- Inversion (2)
- Kenya (2)
- Lattice Boltzmann Method (2)
- Learning from experience (2)
- LoRa (2)
- LoRaWAN (2)
- Low-Power Wide Area Network (LP-WAN) (2)
- Machine learning (2)
- Measurement (2)
- Miscanthus x giganteus (2)
- N immobilisation (2)
- Nachhaltigkeit (2)
- Network simulation (2)
- OER (2)
- Path Loss (2)
- Photovoltaik (2)
- Projektmanagement (2)
- Pytorch (2)
- Quality diversity (2)
- Reflektanz (2)
- Risk-based Authentication (RBA) (2)
- Robotics (2)
- Satellitenprodukte (2)
- Shared autonomous vehicles (2)
- Si reference cells (2)
- Si-Referenzzellen (2)
- Social Media (2)
- Social Protection (2)
- Spektraler Einfluss (2)
- Strahlung (2)
- Strahlungsvariabilität (2)
- Sustainability (2)
- Urban (2)
- Usable Privacy (2)
- Verbraucherverhalten (2)
- Well-being (2)
- Wolkenparameter (2)
- active packaging (2)
- bio-based polymers (2)
- bioeconomy (2)
- cloud parameters (2)
- drug release (2)
- energy meteorology (2)
- essential oil (2)
- food waste (2)
- food-related bacteria (2)
- generation forecast (2)
- human resource management (2)
- inversion (2)
- microbial biomass C (2)
- microbial biomass N (2)
- migration (2)
- natural additives (2)
- numerical weather prediction (2)
- numerische Wettervorhersage (2)
- permeability (2)
- photovoltaics (2)
- plant extracts (2)
- radiation variability (2)
- reflectance (2)
- satellite products (2)
- shelf life (2)
- soil organic matter (2)
- spectral influence (2)
- sustainability (2)
- sustainable packaging (2)
- unsupervised learning (2)
- 2B4 (1)
- 3-hydroxyisobutyrate dehydrogenase (1)
- 3-hydroxyisobutyrate dehydrogenase deficiency (1)
- 3-hydroxyisobutyric aciduria (1)
- 3D navigation (1)
- 3D printing (1)
- ABC-Analyse (1)
- ABC-Diagramm (1)
- ACacylcarnitines (1)
- AD (1)
- AES (1)
- AMAtypical myopathy (1)
- API Documentation (1)
- API Gebrauchstauglichkeit (1)
- API usability (1)
- AR design (1)
- AR development (1)
- AR/VR (1)
- ASPA (1)
- ATPase cycle (1)
- Abhängigkeitserkrankungen (1)
- Ablaufdiagramm (1)
- Achtsamkeit (1)
- Acorns (1)
- Adaptive Control (1)
- Adaptive mesh refinement (1)
- Adoption (1)
- Advances in Design Science Research (1)
- Africa (1)
- Aglaonema hookerianum (1)
- Analytische Chemie (1)
- Annuity calculation (1)
- Antidepressant (1)
- Anxiolytic (1)
- Aphrodisiac effects (1)
- Applications in Energy Transport (1)
- Appropriation (1)
- Approximate Matrix Factorization (1)
- Arbeitspsychologie (1)
- Arbeitswelt (1)
- Architecture (1)
- Artificial Intelligence (1)
- Assistive robots (1)
- Auditory Cueing (1)
- Aufgabenkritik (1)
- Autonomes Fahren (1)
- Autonomous Driving (1)
- Autonomous vehicles (1)
- Avian influenza (1)
- BPMS (1)
- Bayesian Hierarchical Model (1)
- Benchmarking (1)
- Betriebswirtschaftslehre (1)
- Big Data (1)
- Bioinformatics (1)
- Biokompatibilität (1)
- Biokunststoff (1)
- Biophysics (1)
- Bioökonomie (1)
- Bireysel refah etkileri (1)
- Black soldier fly larva (1)
- Block cipher (1)
- Blue light (1)
- Bond Graph Modelling (1)
- Boundary management crafting (1)
- Brainstorming (1)
- Branch and cut (1)
- CC (1)
- CDH1 (1)
- CEHL (1)
- CFTR mutations (1)
- Cache line fingerprinting (1)
- Canavan disease (1)
- Catechins (1)
- Changes in communication (1)
- Chemometrics (1)
- Classification (1)
- Classifiers (1)
- Clustering (1)
- Co-creative processes (1)
- Cognitive informatics (1)
- Cognitive robotics (1)
- Comparative institutional analysis (1)
- Complex Systems Modeling and Simulation (1)
- Compliant fingers (1)
- Compressible (1)
- Compressible flows (1)
- Compressive strength (1)
- Compressor modeling (1)
- Computational creativity (1)
- Computational fluid dynamics (1)
- Computing methodologies (1)
- Connected Car (1)
- Consumer Informatics (1)
- Consumption of natural resources (1)
- Content Security Policies (1)
- Continual robot learning (1)
- Corona-Pandemie (1)
- Correlative Microscopy (1)
- Cortex-M3 (1)
- Creative Commons (1)
- Crime (1)
- Cubature (1)
- Current measurement (1)
- DBSdried blot spots (1)
- DC-DC converter (1)
- DC-cascade (1)
- DNA (1)
- DNA typing (1)
- DPA (1)
- DRAMMA (1)
- DRAMMA model (1)
- Data Integration (1)
- Data literacy (1)
- Data visualization (1)
- Datenbanksysteme (1)
- Datenmanagement (1)
- Datensammelblatt (1)
- Design (1)
- Design Probe (1)
- Design Recommendations (1)
- Design Theory and Practice (1)
- Developer Centered Security (1)
- Differential analysis (1)
- Differential calculus (1)
- Digital Receipt (1)
- Digital design (1)
- Digitale Lehre (1)
- Digitalisierung & Internationalisierung (1)
- Digitalisierungsstrategie (1)
- Discriminant analysis (1)
- Divergent optimization (1)
- Domestic Technology (1)
- Doğal kaynak tüketimi (1)
- Drug (1)
- E-Health (1)
- E-cadherin (1)
- E-hailing (1)
- ELM (1)
- ENaC (1)
- Earned Value Analyse (1)
- Earth Observation (1)
- Ecological exploitation (1)
- Economic functions (1)
- Efficiency (1)
- Ekolojik sömürü (1)
- Employee data protection (1)
- Energy (1)
- Engaging Experience (1)
- Episodic process model (1)
- Erholung (1)
- Evolutionary optimization (1)
- Explainable Machine Learning (1)
- Explosives (1)
- Exponential Methods (1)
- Exponential Rosenbrock Methods (1)
- Fabry disease (1)
- Failure Prognosis (1)
- Familial glioma (1)
- Fault Detection & Diagnosis (1)
- Fault Diagnosis (1)
- Feature extraction (1)
- Fehlersammelkarte (1)
- Fiber reinforcement (1)
- Field Programmable Gate Array (FPGA) (1)
- Financial mathematics (1)
- Fischgrätdiagramm (1)
- Flood management (1)
- Flow control (1)
- Flowchart (1)
- Fluency (1)
- Fluid Dynamics (1)
- Flussdiagramm (1)
- Flussplan (1)
- Foaming (1)
- Food (1)
- Food Practices (1)
- Food Retail (1)
- Forensic genetics (1)
- Foveated rendering (1)
- GC–MSgas chromatography–mass spectrometry (1)
- GDPR (1)
- GERG gas law (1)
- GLI (1)
- Gabor filter (1)
- Galaxy: centre (1)
- Gauss–Hermite quadrature (1)
- Gender-based violence (1)
- Geometry (1)
- Geopolymer (1)
- Geschäftsmodell (1)
- Gesundheitsamt (1)
- Gesundheitsförderung (1)
- Geteilte autonome Fahrzeuge (1)
- Ghanaian health sector (1)
- Global illumination (1)
- Glycine N-Acyltransferase (GLYAT) (1)
- Glycine conjugation (1)
- Grid-forming converters (1)
- Grundwerkzeug des Qualitätsmanagents (1)
- Guidelines (1)
- H-BRS (1)
- HIBADH (1)
- HIBADH deficiency (1)
- HSP70 (1)
- HTTP (1)
- Head-mounted Display (1)
- Header whitelisting (1)
- Health promotion (1)
- Heat Shock Protein (1)
- Hermetia illucens (1)
- High Power Density Systems (1)
- High performance liquid chromatography – mass-spectrometry (HPLC-MS/MS) (1)
- High-performance computing (1)
- Histogramm (1)
- Hochleistungssport (1)
- Hochschullehre (1)
- Human centered computing (1)
- Human computer interaction (1)
- Human factors (1)
- Human lifestyle (1)
- Human livelihood (1)
- Hybrid Failure Prognosis (1)
- Hybrid Systems (1)
- Hyperalgesia (1)
- Hyperspectral image (1)
- ICF (1)
- ICP OES (1)
- IR microspectroscopy (1)
- IR-microspectroscopy (1)
- ISHIKAWA Diagramm (1)
- IT-Balanced Scorecard (1)
- IT-Controlling (1)
- IT-Governance (1)
- IT-Kostenrechnung (1)
- IT-Leistungsrechnung (1)
- IT-Management (1)
- IT-Projektcontrolling (1)
- Ideenfindungsmethode (1)
- Inborn error of metabolism (1)
- Individual prosperity effects (1)
- Individualisierte Medizin (1)
- Individualisierung (1)
- Inductive Logic Programming (1)
- Information and communications technology (1)
- Informationsflüsse (1)
- Informationsgewinnung (1)
- Informationsverarbeitung (1)
- Ingenieurausbildung (1)
- Innovationsmanagement (1)
- Insect diversity (1)
- Institutional change (1)
- Integer programming (1)
- Integral calculus (1)
- Integrated Household Information System (1)
- Integration Platform as a Service (1)
- Intelligent Autonomous Systems (1)
- Interactive Artifacts (1)
- Intermediaries (1)
- Intervention (1)
- Investment calculation (1)
- IoT (1)
- Ionic liquids (1)
- Isovaleric acidemia (1)
- Karl Fischer titration (1)
- Ketoacidosis (1)
- Ketolysis (1)
- Ketone body utilization (1)
- Kinetic theory (1)
- Klassendiagramm (1)
- Knochenersatz (1)
- Knowledge Graphs (1)
- Korrelation (1)
- Korrelationsarten (1)
- Korrelationsdiagramm (1)
- Kosovo (1)
- Kultur (1)
- Kundenbindung (1)
- Kunststoffe (1)
- Künstliche Intelligenz (1)
- LFA-1 (1)
- LSTM (1)
- Labore (1)
- Language learning (1)
- Large high-resolution displays (1)
- Lattice Boltzmann Method Code (1)
- Lattice-Boltzmann methods (1)
- Learning analytics (1)
- Leistungsdiagnostik (1)
- Leistungssport (1)
- Leukemia (1)
- Libido-booster (1)
- Lignin (1)
- Liquid crystal (1)
- Local health authority (1)
- Lohngerechtigkeit (1)
- Lohntransparenz (1)
- Long-distance gas network (1)
- MADDMultiple acyl-CoA dehydrogenase deficiency (1)
- MBZ (1)
- MICA/B (1)
- MR (1)
- Machine-learning (1)
- Malus domestica (1)
- Marketingmanagement (1)
- Matematiksel çerçeve (1)
- Materials science (1)
- Mathematical frame (1)
- Mebendazole (1)
- Mediendienste (1)
- Medienwirkungsforschung (1)
- Medium Voltage (1)
- Medizinische Rehabilitation (1)
- Membrane Transport (1)
- Memory-Constrained Devices (1)
- Metabarcoding (1)
- Metabolic acidosis (1)
- Metal hydride (1)
- Methodik (1)
- Microarchitectural Data Sampling (MDS) (1)
- Microgrid (1)
- Mindfulness (1)
- Miscanthus (1)
- Miscanthus bedding (1)
- Miscanthus nagara (1)
- Miscanthus robustus (1)
- Miscanthus sinensis (1)
- Miscanthus x giganteus L. (1)
- Miscanthus-carbon (1)
- Mixed (1)
- Mixed Reality (1)
- Mixed-methods (1)
- Model-based Fault Diagnosis (1)
- Modelling (1)
- Moderation (1)
- Molecular dynamics (1)
- Multi-level converters (1)
- Multimodal Microspectroscopy (1)
- Multimodal Mobility (1)
- Multiple Regression (1)
- Multirate Methods (1)
- N-acetylaspartic acid (1)
- NISTPQC (1)
- NKG2D (1)
- Nachhaltige Entwicklung (1)
- Nahrungspräferenzen (1)
- Natural Language Processing (1)
- Navier-Stokes equation (1)
- Need for Privacy (1)
- Neural networks (1)
- Neuropathic pain (1)
- Neuroprotective (1)
- Nigeria (1)
- Non-linear systems (1)
- Nonlinear coefficient (1)
- Notiz (1)
- Nudge (1)
- Nudging (1)
- Nutzerorientierte Methoden (1)
- OA, organic acids (1)
- OXCT1 (1)
- Oak leaf poisoning (1)
- Object detection (1)
- Oligodendroglioma (1)
- One health action (1)
- Onlinelabore (1)
- Onlinelehre (1)
- Ontology (1)
- Open Educational Resources (1)
- Open Educational Ressources (1)
- Open Innovation (1)
- Optimal functioning (1)
- Optimisation of linear models (1)
- Organic acids (1)
- Organisationssoziologie (1)
- Organizational Sociology (1)
- Out-of-view Objects (1)
- P3HT (1)
- PARETO-Diagramm (1)
- PDEs with Mixed Derivative Terms (1)
- PDSTSP (1)
- PHR (1)
- Parallel drone scheduling traveling salesman problem (1)
- Partial Differential Equations (1)
- Password (1)
- Peren Teoremi (1)
- Peren Theorem (1)
- Performance (1)
- Personal Health Record (1)
- Persönlichkeitspsychologie (1)
- Pesticides (1)
- Phase II reaction (1)
- Phase Null (1)
- Pleiotropic drug resistance (1)
- Polymerwerkstoffe (1)
- Positioning (1)
- Post-Quantum Signatures (1)
- Potential (1)
- Power Supply (1)
- Power-to-gas (1)
- Practice Theory (1)
- Presenteeism (1)
- Pressure-sensitive adhesive (1)
- Priorisierung (1)
- Privacy Awareness (1)
- Privacy engineering (1)
- Process Models (1)
- Process views (1)
- Projektdefinition (1)
- Projekte (1)
- Projektorganisation (1)
- Projektphasen (1)
- Projektziele (1)
- Pronunciation (1)
- Präsentismus (1)
- Prävention (1)
- Psychological needs (1)
- Public Health (1)
- Public Transport (1)
- Pulse Width Modulation (PWM) (1)
- Pyrogallol (1)
- QoS (1)
- Qualitative Study (1)
- Quality control (1)
- Quantum mechanics (1)
- R751L (1)
- Rabies (1)
- Radiance caching (1)
- Recommender Systems (1)
- Recovery (1)
- Reflectance modeling (1)
- Registration Refinement (1)
- Remote lab (1)
- Remote-Labore (1)
- Repeat Purchase Recommendations (1)
- Risk Perception (1)
- Risk factors (1)
- Risk-based Authentication (1)
- Robot failure diagnosis (1)
- Robot learning (1)
- Robot software (1)
- Robotics competitions (1)
- Robust grasping (1)
- Rosenbrock-Wanner Methods (1)
- Rural women (1)
- SAML (1)
- SARIMA (1)
- SCNN1D (1)
- SHAP (1)
- SIMO (1)
- SOAP (1)
- SVM (1)
- Saccharomyces cerevisiae (1)
- Sample digestion (1)
- Scan and Go (1)
- Secure Coding Practices (1)
- Self-checkout (1)
- Self-service (1)
- Semantic gap (1)
- Semi-Lagrangian (1)
- Separation algorithm (1)
- Sexual violence (1)
- Shear thickening (1)
- Shopping Experience (1)
- Short tandem repeat (STR) (1)
- SiC (1)
- Sicherheits-APIs (1)
- Side channel attack (1)
- Signature Verification (1)
- Silicon Carbide (SiC) (1)
- Simulation (1)
- Sinking fund calculation (1)
- Slippage detection (1)
- Smart Home (1)
- Smartphone (1)
- Societal dialogues (1)
- Soft Switching (1)
- Software (1)
- Software as a Service (1)
- Softwareentwicklung (1)
- Solidaritätsprinzip (1)
- Spatial analysis (1)
- Spielanalyse (1)
- Stadtentwicklung (1)
- Stakeholder analysis (1)
- Standortbestimmung (1)
- Statistical Physics (1)
- Steuerlehre (1)
- Strain stiffening (1)
- Streaming (1)
- Streaming <Kommunikationstechnik> (1)
- Streudiagramm (1)
- Support Vector Machine (1)
- Surrogate-assistance (1)
- Synergetik (1)
- Säulendiagramm (1)
- TNC (1)
- Task review (1)
- Tautomers (1)
- Taxi app (1)
- Taxi driver (1)
- Technik in Beziehung zu anderen Gebieten (1)
- Technikfolgenabschätzung (1)
- Technology Assessment (1)
- The Peren Theorem (1)
- Therapiekonzept (1)
- Thermal conductivity (1)
- Tool (1)
- Touchscreens (1)
- Trainingssteuerung (1)
- Transdermal therapeutic system (1)
- Transformers (1)
- Treatment (1)
- Turbulence (1)
- Two-step W-methods (1)
- UV absorbance (1)
- Uganda (1)
- Umweltbewusstsein (1)
- Umweltbezogenes Management (1)
- Uncertainty (1)
- Unconditional basic income grant (UBIG) (1)
- Unidirectional thermoplastic composites (1)
- Unternehmen (1)
- Unternehmensgründung (1)
- Urea cycle defect (1)
- Ursache-Wirkungs-Diagramm (1)
- Usable Security and Privacy (1)
- Used engine oil (1)
- User Interface Design (1)
- User Requirements (1)
- User interface (1)
- User-oriented methods (1)
- Vacation (1)
- Validation (1)
- Variational Autoencoder (1)
- Verbraucherforschung (1)
- Verhaltensökonomie (1)
- Verteilnetzbetriebsführung (1)
- Verteilnetzbetriebsführung, (1)
- Virtual Reality (1)
- Virtual reality (1)
- Viscoelastic behavior (1)
- Visual Arts (1)
- Visual Computing (1)
- Visual Cueing (1)
- Visual Discrimination (1)
- Visualization design and evaluation methods (1)
- Visualization systems and tools (1)
- Voice Assistants (1)
- W-Methods (1)
- Web (1)
- West Africa (1)
- Wettkampfanalyse (1)
- Whole genome amplification (1)
- Whole-genome sequencing (1)
- Wirtschaftsmathematik (1)
- Wirtschaftsstatistik (1)
- Within-person variability (1)
- Work-Life-Balance (1)
- Work-life-balance (1)
- Work-nonwork balance (1)
- X-STR (1)
- XGBoost (1)
- XML Signature (1)
- XML Signature Wrapping (1)
- XR (1)
- Y-STR (1)
- YAWL (1)
- Zettelkasten (1)
- Zitatenanalyse (1)
- ZombieLoad (1)
- actin (1)
- additive (1)
- advanced applications (1)
- aerogels (1)
- affective events (1)
- alkaline phosphatase (1)
- allosteric communication (1)
- altered mitochondrial homeostasis (1)
- ammonia (1)
- angiogenesis (1)
- anomaly detection (1)
- antenna array correlation (1)
- antioxidant (1)
- app (1)
- architectural distortion (1)
- authoring tools (1)
- autophagy (1)
- biochemistry (1)
- biopolymers (1)
- bio‐based (1)
- black holes (1)
- blow molding (1)
- body shape nudge (1)
- bone tissue engineering (1)
- branched-chain amino acids (1)
- breast cancer (1)
- breast carcinoma (1)
- bulk detection (1)
- cafeteria (1)
- cancer biomarker (1)
- carbon sequestration (1)
- cash transfers (CT) (1)
- cattle slurry (1)
- cell migration (1)
- chain extenders cross-linker (1)
- changes in creativity (1)
- channel sounding (1)
- chemical pathology (1)
- chemometrics (1)
- cholesteric liquid crystals (1)
- circular economy (1)
- cityplanning (1)
- classification (1)
- clinical study (1)
- co-design (1)
- component based (1)
- conditional cash transfer (CCT) (1)
- conditionality and targeting (1)
- consumer behaviour (1)
- consumer informatics (1)
- consumer research (1)
- convolutional neural networks (1)
- core-sheath fibers (1)
- corona-pandemic (1)
- critical consumerism (1)
- crystallization (1)
- cultural diversity (1)
- cysticfibrosis (1)
- cytokine-induced killer (CIK) cells (1)
- cytokine-induced killer cells (1)
- data literacy (1)
- data science (1)
- data science canvas (1)
- delta-subunit (1)
- dental stem cells (1)
- dental stem cells immortalization (1)
- design (1)
- developer centered security (1)
- diagnosis and management (1)
- diffusion (1)
- digital images (1)
- digital manufacturing (1)
- digitale internationale Kooperation (1)
- discriminant analysis (1)
- domain adaptation (1)
- double pulse test (1)
- duty ratio (1)
- e-learning (1)
- electroretinography (1)
- electrospinning (1)
- endoscopy (1)
- enhanced weathering (1)
- entwicklerzentrierte Sicherheit (1)
- epithelial sodium channel (1)
- error analysis (1)
- ethics (1)
- evaluation (1)
- evolution (1)
- exon fusion (1)
- experience sampling (1)
- expert (1)
- extreme learning machine (1)
- fake news and alternative facts (1)
- fertiliser from Miscanthus (1)
- fertilizer (1)
- fluorinated salts (1)
- food choice (1)
- food contact material (1)
- food preferences (1)
- food safety (1)
- force generation (1)
- formulation (1)
- gas sensor (1)
- gas sensors (1)
- greenhouse gas emissions (1)
- growth curve modeling (1)
- growth factors (1)
- guidelines (1)
- h-refinement (1)
- health intervention (1)
- helical twisting power (1)
- heterocyclic (1)
- heterozygous ALPL mutation (1)
- high order (1)
- higher education (1)
- holiday (1)
- hypophosphatasia (1)
- hypoxia (1)
- iPSCs (1)
- immunotherapy (1)
- improvised explosive devices (1)
- indicators calculation (1)
- informal institutions (1)
- information flows (1)
- informational self-determination (1)
- inherited metabolic disease (1)
- inorganic pyrophosphate (1)
- input-series output-parallel (1)
- interdisciplinary virtual exchange (1)
- interview (1)
- invasion (1)
- job demands-resources model (1)
- largescale parameter (1)
- layer-by-layer encapsulation (1)
- leaning-based interfaces (1)
- learning traces (1)
- libertarian paternalism (1)
- libertärer Paternalismus (1)
- library free detection (1)
- lignosulfonate (1)
- liquid crystals (1)
- load forecasting (1)
- local chain orientation (1)
- local context (1)
- locomotion interface (1)
- longitudinal (1)
- low-input crops (1)
- low-level laser therapy (1)
- lymphoma (1)
- mMIMO (1)
- magnetic hyperthermia (1)
- magnetic nanoparticles (1)
- manure (1)
- mastery (1)
- mathematical chemistry (1)
- measurement errors (1)
- measurements (1)
- mebendazole (1)
- medium voltage insulation (1)
- melanin (1)
- mental models (1)
- mesogens (1)
- mesoscale coarse-graining (1)
- metabolically active cells (1)
- methylmalonic acidaemia (1)
- micromanipulation (1)
- mitochondrial biogenesis (1)
- modeling of complex systems (1)
- models (1)
- molecular pathology (1)
- monolignol ratio (1)
- multi robot systems (1)
- multi-disciplinary approach (1)
- multi-drug response (1)
- myosin (1)
- navigational search (1)
- negative emissions (1)
- neoexpression (1)
- neural network (1)
- neural networks (1)
- nitrogen dioxide (1)
- non-woven fiber mats (1)
- novel publishing models in science (1)
- nudge awareness (1)
- observational data and simulations (1)
- organic N fertiliser (1)
- organoids (1)
- osteogenesis (1)
- p-refinement (1)
- pDPP-3T (1)
- paediatric clinical genetics & dysmorphology (1)
- paediatric endocrinology (1)
- paediatric intensive & critical care (1)
- pancreatic cancer (1)
- patterning (1)
- permanent magnet synchronous generator (PMSG) (1)
- phosphoethanolamine (1)
- photonic sensing (1)
- photostabiliser (1)
- photothermal lithography (1)
- physical sensors (1)
- political economy (1)
- polybutylene adipate terephthalate (1)
- polyelectrolytes (1)
- polyethylene (1)
- polylactic acid (1)
- polyphenols (1)
- porphyria (1)
- power rectifier (1)
- power semiconductors (1)
- power stroke (1)
- practitioners (1)
- prevention (1)
- primary airway epithelial cells (1)
- privacy at work (1)
- problem-solving pondering (1)
- property-based testing for robots (1)
- propionic acidaemia (1)
- pseudogene (1)
- psychology (1)
- pulsars: general (1)
- pyridoxal phosphate (1)
- quantitative RP-HPLC-DAD (1)
- quantitative RT-PCR (1)
- quiz formats (1)
- quizzes (1)
- radioresistance (1)
- recommender systems (1)
- relaxation (1)
- release kinetics (1)
- renal tubular cells (1)
- replica (1)
- retinal degeneration (1)
- reuse of indicators (1)
- rock powder (1)
- rodent (1)
- rumination (1)
- scaffolds (1)
- screening (1)
- security (1)
- security APIs (1)
- semiconducting polymers (1)
- sensitization-satiation effects (1)
- sensor phenomena and characterization (1)
- sexual assault (1)
- shrinkage (1)
- silicate (1)
- simulation-based robot testing (1)
- sirtuins (1)
- social media (1)
- social protection (1)
- software development (1)
- soil biota (1)
- soil sickness (1)
- solvent exchange (1)
- spatial orientation (1)
- spatial updating (1)
- sperm cell (1)
- stabilisation (1)
- stars: magnetars (1)
- staurosporine (1)
- stress response (1)
- supercritical drying (1)
- sustainable development (1)
- synergistic effect (1)
- systemic response (1)
- the need for open and critical dialogue (1)
- therapy (1)
- thermo-mechanical properties (1)
- trace model (1)
- trace-based system (1)
- transcriptional regulation (1)
- transfer learning (1)
- transient kinetics (1)
- tumor diagnosis (1)
- unconditional cash transfers (UCT) (1)
- uniaxial stretching (1)
- unsupervised clustering (1)
- usable privacy controls (1)
- valine degradation (1)
- variational recurrent autoencoder (1)
- verification and validation of robot action execution (1)
- virtual reality (1)
- virtuelle und hybride Mobilität (1)
- vocational education (1)
- volatile organic compound (VOC) sensing (1)
- waste water treatment (1)
- wearable technology (1)
- wide band gap (1)
- wind energy conversion systems (WECS) (1)
- wind turbines time series (1)
- work engagement (1)
- work reflection (1)
- work-place psychology (1)
- working environment (1)
- yin-yang effect (1)
- zona pellucida protein 2 ZP2 (1)
- Öffentliche Gesundheit (1)
- Öffentlichkeit (1)
- İnsani geçim (1)
- β-catenin (1)
Zur Förderung einer freien und offenen Wissenschaft fördert und unterstützt die Hochschule Bonn-Rhein-Sieg den ungehinderten Zugang zu wissenschaftlicher Arbeit. Um die wissenschaftlichen Ergebnisse der Forschenden an der H-BRS einer breiten Öffentlichkeit zugänglich zu machen, wird die Möglichkeit gefördert, wissenschaftliche Arbeiten Open Access zu publizieren. Dadurch lassen sich diese ohne Zugriffsbeschränkungen nutzen und sind international sichtbar.
Jahresbericht 2020
(2021)
It has been well proved that deep networks are efficient at extracting features from a given (source) labeled dataset. However, it is not always the case that they can generalize well to other (target) datasets which very often have a different underlying distribution. In this report, we evaluate four different domain adaptation techniques for image classification tasks: DeepCORAL, DeepDomainConfusion, CDAN and CDAN+E. These techniques are unsupervised given that the target dataset dopes not carry any labels during training phase. We evaluate model performance on the office-31 dataset. A link to the github repository of this report can be found here: https://github.com/agrija9/Deep-Unsupervised-Domain-Adaptation.
Kundenloyalität stellt als langfristig wirkende Metrik eine erstrebenswerte Erfolgsgröße vieler Unternehmen dar. Im Rahmen einer Strukturgleichungsmodellierung wurden die Beziehungen und Auswirkungen der wahrgenommenen Kundenzentrierung, des Markenvertrauens (kognitiv und affektiv) und der Preis-Wahrnehmung auf die Kundenloyalität (Wiederkaufintention und Empfehlungsbereitschaft) bei physischen high-Involvement-Produkten untersucht. (Verlagsangaben)
Ice accumulation in the blades of wind turbines can cause them to describe anomalous rotations or no rotations at all, thus affecting the generation of electricity and power output. In this work, we investigate the problem of ice accumulation in wind turbines by framing it as anomaly detection of multi-variate time series. Our approach focuses on two main parts: first, learning low-dimensional representations of time series using a Variational Recurrent Autoencoder (VRAE), and second, using unsupervised clustering algorithms to classify the learned representations as normal (no ice accumulated) or abnormal (ice accumulated). We have evaluated our approach on a custom wind turbine time series dataset, for the two-classes problem (one normal versus one abnormal class), we obtained a classification accuracy of up to 96$\%$ on test data. For the multiple-class problem (one normal versus multiple abnormal classes), we present a qualitative analysis of the low-dimensional learned latent space, providing insights into the capacities of our approach to tackle such problem. The code to reproduce this work can be found here https://github.com/agrija9/Wind-Turbines-VRAE-Paper.
Zwischen Gut und Böse
(2021)
Data Science
(2021)
Data Science ist in vielen Organisationen angekommen und oft alltägliche Praxis. Dennoch stehen viele Verantwortliche vor der Herausforderung, sich erstmalig mit konkreten Fragestellungen zu beschäftigen oder laufende Projekte weiterzuentwickeln. Die Spannbreite der Methoden, Werkzeuge und Anwendungsmöglichkeiten ist sehr groß und entwickelt sich kontinuierlich weiter. Die Vielzahl an Publikationen zu Data Science ist spezialisiert und behandelt fokussiert Einzelaspekte.
Das vorliegende Werk gibt den Leserinnen und Lesern eine umfassende Orientierung zum Status Quo aus der wissenschaftlichen Perspektive und zahlreiche vertiefende Darstellungen praxisrelevanter Aspekte. Die Inhalte bauen auf den wissenschaftlichen CAS-Zertifikatskursen zu Big Data und Data Science der Hochschule Niederrhein in Kooperation mit der Hochschule Bonn-Rhein-Sieg und der FH Dortmund auf. Sie berücksichtigen wissenschaftliche Grundlagen und Vertiefungen, aber auch konkrete Erfahrungen aus Data Science Projekten. Das Buch greift praxisrelevante Fragen auf wissenschaftlichem Niveau aus Sicht der Rollen eines „Data Strategist“, „Data Architect“ und „Data Analyst“ auf und bindet erprobte Praxiserfahrungen u. a. von Seminarteilnehmern mit ein. Das Buch gibt für Interessierte einen Einblick in die aktuell relevante Vielfalt der Aspekte zu Data Science bzw. Big Data und liefert Hinweise für die praxisnahe Umsetzung. (Verlagsangaben)
IT-Controlling
(2021)
Kinder – unsere Zukunft!
(2021)
Die Analytik ist zwar ein grundlegendes Thema innerhalb der Chemie, hat es aber ganz schön in sich. Aber keine Sorge, Ulf Ritgen erklärt Ihnen in diesem Buch was Sie zur Analytischen Chemie Wissen sollten. Wie erhält man eigentlich analytische Infos? Welche Standards gibt es? Und wie sollte man überhaupt mit den Stoffgemischen umgehen? All diese Grundlagen werden ausführlich erläutert. Aber auch die Anwendungsgebiete und Methoden kommen keinesfalls zu kurz. Egal ob Gravimetrie, Titration, Fällung oder Konduktometrie, endlich wird alles verständlich erklärt. Jetzt können Prüfung und Praktikum kommen! (Verlagsangaben)
Digitale Medienkompetenz
(2021)
Die digitale Universität
(2021)
Die digitale Universität muss als eine Form des Erscheinens ihrer Mitglieder in spezifischen Räumen und Handlungen verstanden werden. Die Verhandlung ihrer Bedingungen ist von brennender Aktualität: Das Feuer, das die Idee der digitalen Universität entfacht, hat das Potential, die apriorische Ebene von Universität zu verabschieden und ihre neue Setzung zu veranlassen.
Die Transformationen der Wissenschaft, ihrer Systeme und Ordnungen fokussiert sich meist auf eine Politik des Digitalen beziehungsweise eine Politik der Digitalität. Durch die jüngsten Ereignisse, die auch die Universität in eine Krisen- und Ausnahmesituation bringen, gewinnt dieser Aspekt eine besondere Brisanz. Die unumgängliche Entwicklung neuer Lehr- und Forschungsformate führt zu einem grundlegenden Strukturwandel der Universität. Diese Frage von philosophischer oder universitätstheoretischer Brisanz, muss ein ernsthaftes Nachdenken über die Idee der digitalen Universität anstoßen. Digitalität und Universität können nicht länger als voneinander getrennte und unveränderliche Begriffe und Phänomene aufgefasst werden, denn sie sind in ihrer Kombination intrinsisch miteinander verbunden. (Verlagsangaben)
What is Design Theory?
(2021)
‚Making Media‘
(2021)
TREE Jahresbericht 2019/2020
(2021)
Der Jahresbericht soll in seiner Breite als auch in seiner Tiefe die Stärken unserer gemeinschaftlichen Anstrengungen im Forschungsfeld der nachhaltigen Technologien aufzeigen: interdisziplinär, forschungsstark, nachwuchsfördernd und gesellschaftszugewandt.
Im vergangenen Jahr war die Pandemie auch für das Insitut TREE eine Herausforderung. Wie die Mitglieder mit der Umstellung auf eine hauptsächlich online stattfindende Kommunikation umgegangen sind und wie das Hochschulleben sich dadurch verändert hat, wurde im Jahresbericht unter "See you online" festgehalten. Auch der Wechsel im Direktorium des Instituts ist Thema des diesjährigen Jahresberichts. Unter den Hauptthemen "Wissenschaftstransfer", "TREE und Wirtschaft" und "Transfer Öffentlichkeit" können sie die wichtigsten Ereignisse für das Institut in den Jahren 2019 und 2020 nachlesen.
Machine learning and neural networks are now ubiquitous in sonar perception, but it lags behind the computer vision field due to the lack of data and pre-trained models specifically for sonar images. In this paper we present the Marine Debris Turntable dataset and produce pre-trained neural networks trained on this dataset, meant to fill the gap of missing pre-trained models for sonar images. We train Resnet 20, MobileNets, DenseNet121, SqueezeNet, MiniXception, and an Autoencoder, over several input image sizes, from 32 x 32 to 96 x 96, on the Marine Debris turntable dataset. We evaluate these models using transfer learning for low-shot classification in the Marine Debris Watertank and another dataset captured using a Gemini 720i sonar. Our results show that in both datasets the pre-trained models produce good features that allow good classification accuracy with low samples (10-30 samples per class). The Gemini dataset validates that the features transfer to other kinds of sonar sensors. We expect that the community benefits from the public release of our pre-trained models and the turntable dataset.
Die Kommunikation der Gegenwart ist dominant digital geleitet. Die Benutzung der Zeichen ist hier an mediale Artefakte gebunden, denen dabei das Kriterium des Mikroformatischen sowohl im Hinblick auf ihre Objektivationen als auch in Hinsicht auf ihre Inhalte zukommt. Der Beitrag nimmt diese Beobachtung zum Ausgang, um am Beispiel von WhatsApp eine Kommunikationspraktik medienästhetisch zu betrachten, die ihrerseits vehement die Gegenwärtigkeit der Kommunikation bestimmt.
Object-Based Trace Model for Automatic Indicator Computation in the Human Learning Environments
(2021)
This paper proposes a traces model in the form of an object or class model (in the UML sense) which allows the automatic calculation of indicators of various kinds and independently of the computer environment for human learning (CEHL). The model is based on the establishment of a trace-based system that encompasses all the logic of traces collecting and indicators calculation. It is im-plemented in the form of a trace database. It is an important contribution in the field of the exploitation of the traces of apprenticeship in a CEHL because it pro-vides a general formalism for modeling the traces and allowing the calculation of several indicators at the same time. Also, with the inclusion of calculated indica-tors as potential learning traces, our model provides a formalism for classifying the various indicators in the form of inheritance relationships, which promotes the reuse of indicators already calculated. Economically, the model can allow organi-zations with different learning platforms to invest only in one traces Management System. At the social level, it can allow a better sharing of trace databases be-tween the various research institutions in the field of CEHL.
Open Innovation
(2021)
Der Begriff Open Innovation steht für die Öffnung von unternehmensinternen Innovationsprozessen für sogenannte „externe Quellen“. Zu diesen externen Quellen zählen beispielsweise Lieferanten, Partner, Experten aus Forschungseinrichtungen und insbeson-dere auch Kunden. Diese werden gezielt in die Innovationsentwicklung integriert, sei es als Informations- und Ideenquelle bzw. als Impulsgeber für die Innovationsentwicklung. Daneben existieren auch tiefere Integrationsmöglichkeiten, die eine direkte Partizipation an der Innovationsentwicklung ermöglichen.
The universal basic income grant (UBIG): A comparative review of the characteristics and impact
(2021)
In recent years, public debates, pilot projects and academic research have internationally boosted the prominence of the universal basic income grant (UBIG) as a policy option. Despite this prominence, the arguments and evidence of the UBIG discussion have not been systematically put forward and discussed in light of the different UBIG conceptual understandings and applications. This paper adds value to the debate by systematic presenting the social, economical and political arguments in support of and against a UBIG. It furthermore discusses the UBIG dimensions/characteristics and variations, and also pose questions about whether all the UBIG experiments can really be classified as a UBIG. Antagonist of a UBIG often raise concerns about the negative effect of the lack of conditions and targeting in a UBIG. Since evidence on the impact of UBIG is limited, this paper turns to the evidence base on unconditional cash transfers and conditional cash transfers. The results show that it is the cash transfer rather than the conditionality and targeting that produce positive outcomes in areas of personal wellbeing.
Nudging stellt eine Methode zur positiven Verhaltensbeeinflussung unserer Mitmenschen dar. Mit diesem Instrument kann das Sicherheits- und Gesundheitsverhalten von Arbeitnehmern gestärkt werden. Allerdings findet sie trotz intensiver Forschung bislang wenig Anwendung im betrieblichen Kontext. Daher lautet die Forschungsfrage dieser Arbeit: „Wie lässt sich Nudging seitens der Unternehmen als Präventionsmaßnahme während der Corona-Pandemie einsetzen?“. Mit der Übertragung von Nudging in der Arbeitswelt auf die derzeitigen Herausforderungen der aktuellen Corona-Pandemie leistet diese Arbeit einen wichtigen Beitrag zur Entwicklung neuer Präventionsmaßnahmen in Unternehmen. In der Arbeit konnte festgestellt werden, dass die Entwicklung von Nudges im Unternehmen unter Einbeziehung der Mitarbeiter in einem proaktiven und partizipativen Prozess stattfinden sollte. Mithilfe eines solchen Prozesses werden Gründe für das mögliche Fehlverhalten der Arbeitnehmer analysiert. Anschließend sollten Nudging-Techniken eingesetzt werden, die genau an diesen Punkten anknüpfen – am Fehlverhalten der Menschen. Über den partizipativen Nudging-Prozess wird die Akzeptanz der Arbeitnehmer im Hinblick auf etwaige Maßnahmen gefördert. Es wird am reflektierten Entscheidungssystem der Arbeitnehmer angesetzt. Unter Berücksichtigung der Corona-Pandemie sollte im betrieblichen Kontext zur Förderung des Sicherheitsverhaltens besonders auf den Wirkmechanismus „Norms“ gesetzt werden. Im Home-Office eignen sich aufgrund der Distanz zu den Arbeitnehmern Nudges mit technischer Natur, wie z.B. automatisierte Anmeldungen zu Maßnahmen des Gesundheitsmanagements. Hier greift der Wirkmechanismus „Defaults“. Diese Bachelorarbeit wurde als theoretische Arbeit auf Grundlage einer Literaturrecherche verfasst.
This study investigated the application potential of Black Soldier Fly Larva Hermetia illucens Stratiomyidae: Diptera (L.1758) for wastewater treatment and the removal potential of chemical oxygen demand, ammonia, and phosphorus of and liquid manure residue and municipal waste water containing 1% solids content. Black Soldier Fly Larva were found to reduce the concentration of chemical oxygen demand, but unfortunately, increase the concentration of ammonia and phosphorus. The ability of Black Soldier Fly Larva to feed on organic waste of Liquid manure residue showed that Black Soldier Fly Larva increase their weight by 365% in a solution with 12% solids content and by 595% in a solution having 6% solids content. The study also showed that Black Soldier Fly Larva have the ability to survive in a solution of 1% solids content and have the ability to reduce chemical oxygen demand by up to 86.4% for liquid manure residue and 46.9% for municipal wastewater after 24 hours. Generally, ammonia increased by 43.9% for Liquid manure residue and 98.6% for municipal wastewater. Total phosphorus showed an increase of 11.0% and 88.6% increase for liquid manure residue and municipal wastewater respectively over the 8-day study. Transparent environments tend to reduce the COD content more than the dark environment, both for the liquid manure residue (55.8% and 65.4%) and municipal wastewater (71.5% and 66.4%).
The idea of a basic income grant (BIG) is not new and there are ongoing debates internationally as well as nationally in low- and middle-income countries just like in high-income countries of a BIG as a social protection policy option. The challenge is that there are different conceptualisations, which conflates and muddles the understanding. In the context of social assistance provision, a universal basic income grant (UBIG) is often compared and contrasted against targeted cash transfers (CTs). This case study systematically presents the arguments for targeted CTs and UBIGs. The value of the case study is that it systematically brings together these arguments, highlighting the variations in UBIG applications, including the evidence and actual impact of UBIG experiments. The structure of the case study is as follows: Section 2 simultaneously contrasts and compares the arguments for targeted CTs and UBIG. Section 3 discusses UBIG experiments, as well as presenting the evidence on the application of the UBIG idea, and Section 4 concludes.
Small Critics
(2021)
Feuilletonistisches Geschehen findet nicht mehr ausschließlich in den Kultur-Ressorts der überregional erscheinenden Zeitungen, im TV oder im Rundfunk statt. Eine kaum zu überblickende Anzahl von Akteur*innen, (Semi-)Professionellen und Amateur*innen diskutieren etwa – über die verschiedenen Social Media-Plattformen hinweg – die Verleihung des Literaturnobelpreises an Peter Handke, rezensieren Neuerscheinungen und kritisieren die Lesungen der Tage der deutschsprachigen Literatur in Klagenfurt zeitsynchron auf Twitter. Die klassischen Feuilleton-Debatten werden also mittlerweile über die Grenzen der Zeitungsressorts und Rundfunkformate hinweg in die Feeds von Social Media getragen, so dass diejenigen, die einen entsprechenden Diskurs verfolgen wollen, transmedial lesen, hören und zuschauen müssen. Feuilletonistische Kommunikation entwirft sich mithin, so die These des Bandes, als dynamische, sich fortwährend aktualisierende und transmedial angelegte Textur, die die klassische Printzeitung und die etablierten Rundfunk-Angebote genauso miteinbezieht wie die verschiedenartigen Beiträge, die zu einzelnen Themen von mehr oder weniger professionellen Akteur:innen vor allem digital eingespeist werden. Den dabei entstehenden Beiträgen, die sich zu je eigenen Medienkonzeptionen verweben, ist dabei gemeinsam, dass sie schnell konsumierbar, volatil und transitorisch sind, dass sie in großer Anzahl und mit hoher Frequenz produziert werden und auf unterschiedliche Art und Weise an der Herstellung von Gegenwart beteiligt sind – sie sind Small Critics. (Verlagsangaben)
Im letzten Vortrag vor seinem plötzlichen Tod im Jahr 2018 gelang es Eric McLuhan, Sohn Marshall McLuhans, auf eindrückliche Weise sowohl die Positionen als auch Perspektiven einer bereits mehrere Jahrzehnte umfassenden interdisziplinären und internationalen Media Ecology miteinander zu verknüpfen. Dieses Forschungsfeld thematisiert Medien nicht primär in einer eher traditionellen beziehungsweise konservativen Funktion als Vermittler von Informationen, sondern fokussiert bewusst die materielle und technologische Anwesenheit und Form von Medien innerhalb einer Kultur und betrachtet deren Einfluss auf Psyche und Verhalten von Individuen innerhalb mediatisierter Gesellschaften.
Der Band möchte einen Raum schaffen für die Fortschreibung des McLuhan’schen Denkens im Kontext einer (post-)modernen Media Ecology. Inhaltlich flankiert wird Eric McLuhans hier erstmals im deutschsprachigen Diskurs publizierter Vortrag durch Beiträge von Oliver Ruf und Tobias Held sowie durch ein von Lars C. Grabbe geführtes Interview mit Eric McLuhans Sohn Andrew McLuhan. (Verlagsangaben)
The Global Compact for Safe, Orderly and Regular Migration defines Global Skill Partnerships (GSP) as an innovative means of strengthen skills development among origin countries and countries of destination in mutually beneficial manner. However, GSPs are very limited in number and scope, and empirical analyses of them are, to date, relatively rare. This study helps fill this gap in data by presenting and examining existing GSPs or GSP-like approaches (e.g., transnational training partnerships). The aim of the study is to take stock of the various conceptual discourses on and practical experience with transnational skill partnerships. Using Kosovo as a case study, the study details the structure of such partnerships and the processes they entail. It documents the experience of those involved and catalogues the factors contributing to success. On this basis, the authors propose a means of categorizing the various practices that will help structure the empirical diversity of such approaches and render them conceptually feasible: Transnational Skills and Mobility Partnerships (TSMP).
Robot Action Diagnosis and Experience Correction by Falsifying Parameterised Execution Models
(2021)
When faced with an execution failure, an intelligent robot should be able to identify the likely reasons for the failure and adapt its execution policy accordingly. This paper addresses the question of how to utilise knowledge about the execution process, expressed in terms of learned constraints, in order to direct the diagnosis and experience acquisition process. In particular, we present two methods for creating a synergy between failure diagnosis and execution model learning. We first propose a method for diagnosing execution failures of parameterised action execution models, which searches for action parameters that violate a learned precondition model. We then develop a strategy that uses the results of the diagnosis process for generating synthetic data that are more likely to lead to successful execution, thereby increasing the set of available experiences to learn from. The diagnosis and experience correction methods are evaluated for the problem of handle grasping, such that we experimentally demonstrate the effectiveness of the diagnosis algorithm and show that corrected failed experiences can contribute towards improving the execution success of a robot.
The majority of biomedical knowledge is stored in structured databases or as unstructured text in scientific publications. This vast amount of information has led to numerous machine learning-based biological applications using either text through natural language processing (NLP) or structured data through knowledge graph embedding models (KGEMs). However, representations based on a single modality are inherently limited. To generate better representations of biological knowledge, we propose STonKGs, a Sophisticated Transformer trained on biomedical text and Knowledge Graphs. This multimodal Transformer uses combined input sequences of structured information from KGs and unstructured text data from biomedical literature to learn joint representations. First, we pre-trained STonKGs on a knowledge base assembled by the Integrated Network and Dynamical Reasoning Assembler (INDRA) consisting of millions of text-triple pairs extracted from biomedical literature by multiple NLP systems. Then, we benchmarked STonKGs against two baseline models trained on either one of the modalities (i.e., text or KG) across eight different classification tasks, each corresponding to a different biological application. Our results demonstrate that STonKGs outperforms both baselines, especially on the more challenging tasks with respect to the number of classes, improving upon the F1-score of the best baseline by up to 0.083. Additionally, our pre-trained model as well as the model architecture can be adapted to various other transfer learning applications. Finally, the source code and pre-trained STonKGs models are available at https://github.com/stonkgs/stonkgs and https://huggingface.co/stonkgs/stonkgs-150k.