Medical Informatics - VO |
TUGraz-Online Seite: Link
Institut:
Institut für Neurotechnologie
Zeitleiste: 0 1 2 3 4 5 6 7 8 9 0 Sem. WS SS WS SS WS SS WS SS WS SS WS SS WS SS WS SS WS SS WS SS 200x 201x
LV-Nummer: 709.049
Semesterstunden: 2
mehr...
Inhalt:
- This course provides an overview on biomedical informatics (= medical informatics + bioinformatics) with a focus on data science
- machine learning and knowledge discovery:1. Introduction: Computer Science meets Life Sciences
- challenges and future directions2. Fundamentals of biomedical Data
- Information and Knowledge3. Structured biomedical data: Coding
- Classification (ICD
- SNOMED
- MeSH
- UMLS etc.)4. Biomedical Databases: Acquisition
- Storage
- Information Retrieval and Use5. Semi structured
- weakly structured data
- Graphs and Networks6. Multimedia Data Mining
- Knowledge Discovery and Machine Learning7. Cognition
- Decision
- Probability
- Uncertainty
- Bayesian Statistics
- Probabilistic Modelling8. Biomedical Decision Making: Reasoning
- Decision Support and Probabilistic Inference9. Interactive Information Visualization and Visual Analytics10. Biomedical Information Systems and Medical Knowledge Management11. Biomedical Data Protection
- Privacy
- Safety and Security
- Privacy Aware Machine Learning12. Methodologies for Information Systems: System Design
- Usability and Evaluation
Quelle:
TUGraz-Online
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