Sumários

Clinical Natural Language Processing

5 abril 2019, 14:30 • Bruno Emanuel Da Graça Martins

  • Applications of Natural Language Processing (NLP) in the Health Domain
  • Challenges for NLP
  • Fundamental NLP Tasks
  • Approaches for Addressing NLP Tasks
    • Rule-Based Approaches
    • Symbolic/Grammatical Approaches
    • Machine Learning Approaches
  • Evaluation of NLP Tools
  • Challenges and Future Directions
  • Examples of Tools
  • Novel Applications : Digital epidemeology and mining health patterns in social media contents

Information Retrieval and Health Digital Libraries

4 abril 2019, 14:30 • Bruno Emanuel Da Graça Martins

  • Historical Perspective
  • Health Content Resources and Digital Libraries
  • Content Indexing and Metadata Standards
  • Information Retrieval (IR) Models
  • IR Evaluation
  • Future Directions

Ethics and Privacy Aspects in Health Informatics

28 março 2019, 14:30 • Bruno Emanuel Da Graça Martins

  • Ethical Issues in Health Informatics 
    • Health-Informatics Applications: Appropriate Use, Users, and Contexts 
    • Social Challenges and Ethical Obligations 
    • Legal and Regulatory Matters
  • Privacy in Health Informatics 
    • Privacy, Confidentiality, and Data Sharing
    • Privacy in Bioinformatics
    • Ten simple rules for responsible big data research
    • Legal and Regulatory Matters  

Deep Learning in Medical Imaging

22 março 2019, 16:00 • Rui Henriques

Formulating medical image analysis tasks as deep learning tasks.
Multi-layer perceptrons. Convulational neural networks.
Multi-stream and U-net architectures.
Opportunities and challenges of deep learning in medical imaging.

Medical Imaging Data Analysis

22 março 2019, 14:30 • Rui Henriques

Opportunities and challenges of medical imaging analysis.
The learning stance on image classification, segementation, registration, object localization, content retrieval and enhancement.
Foundations of deep learning.