Assignments
EDUC691: Core Methods in Educational Data Mining
Spring 2019
Professor Ryan Baker


RapidMiner Walkthrough [pdf](Not required)
Data Set: [csv]

Basic Assignment 1: Classifier (predict ONTASK) [TutorShop]
Data Set: [csv]

Creative Assignment 1: Behavior Detection [pdf]
Data Set: [csv]

Basic Assignment 2: Diagnostic Metrics [TutorShop]
Data Sets: [csv, 1] [csv, 2]

Creative Assignment 2: Feature Engineering [pdf]
Data Sets: [csv, 1] [csv, 2] [feature descriptions]

Basic Assignment 3: Clustering [TutorShop]
Data Set: [csv]

Basic Assignment 4: Sequential Pattern Mining / Association Rule Mining [TutorShop]
RapidMiner Data Set: [csv]
Python Data Set: [csv]

Basic Assignment 5: Bayesian Knowledge Tracing [TutorShop]
Data Sets: [zipped csv]

Basic Assignment 6: Performance Factors Analysis [TutorShop]
Data Sets: [xlsx]

Creative Assignment 3: Knowledge Structure[pdf]
Data Sets: [csv]

Basic Assignment 7: Correlation Mining [TutorShop]
Data Sets: [csv, 1] [csv, 2]

Basic Assignment 8: Social Network Analysis [TutorShop]
Data Sets: [txt]

Creative Assignment 4: Final Presentation [pdf]