HI 5302 Cognitive Science in Health Informatics
This course is an introduction to cognitive science--the interdisciplinary study of mind and behavior from an information processing perspective--and its application to health informatics. The course begins with a basic introduction to human cognition and information processing (both symbolic and connectionist). It then presents a broad survey of the health informatics areas to which cognitive science has been applied. These areas include health problem solving and education, decision support systems, user-centered interfaces, and the design and use of controlled medical terminologies.
Course Objectives
- Compare the major approaches to the study of mind and behavior.
- Understand current theories of human cognition.
- Compare different experimental techniques for studying human cognition.
- Understand how cognitive theories are used to produce cognitive tools, decision-support tools, tutoring systems, and to improve education.
- Analyze devices from a human factors perspective so as to identify good and bad user interfaces.
- Use a variety of computational mechanisms to express and implement information processing theories.
Topics
- The Classical View
- The Connectionist View of Information
- Connectionist Processing
- The Computational Level
- Connectionist
- Processing, and Hebbian Learning
- The Algorithmic
- Computational Level
- Reasoning with Uncertainty
- Bayesian Networks
- Advanced Topics in Bayesian Networks
- Influence Diagrams
Prerequisites
Consent of the instructor, highspeed connection to the internet, personal computer.
Additional Information
