Lecture Notes

LEC # TOPICS
1 Introduction to Medical Decision Support ( PDF - 7.2 MB)
2 Simple Probabilistic Reasoning ( PDF)
3 Fuzzy & Rough Sets - Part 1 ( PDF)
4 Fuzzy & Rough Sets - Part 2 ( PDF)
5 Bayesian Networks - Part 1: Representation & Reasoning ( PDF)
6 Bayesian Networks - Part 2: Learning From Data ( PDF)
7 Logistic Regression - Part 1 ( PDF - 6 MB)
8 Logistic Regression - Part 2 ( PDF - 6 MB)
9 Unsupervised Learning
10 Classification Trees & CART ( PDF)
11 Artificial Neural Networks ( PDF - 2.1 MB)
12 Support Vector Machines ( PDF - 1.2 MB)
13 Evaluation of Predictive Models - Part 1 ( PDF)
14 Evaluation of Predictive Models - Part 2 ( PDF)
15 Optimization and Complexity ( PDF)
16 Survival Analysis ( PDF)
17 Review of Predictive Methods ( PDF)
  Midterm Exam
18 Review of Complexity
19 Applied Informatics in Cardiology ( PDF)
20 Review of Clustering ( PDF)
21 Student Presentations
22 Student Presentations
23 Student Presentations

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