Assignments
EDUC691: Core Methods in Educational Data Mining
Fall 2022
Ryan Baker and Valdemar Svabensky


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

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

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

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

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

Basic Assignment 3: Social Network Analysis [pdf] [ASSISTments]
Data Sets: [txt]

Basic Assignment 4: Bayesian Knowledge Tracing [pdf] [ASSISTments]
Data Sets: [zipped csv]

Basic Assignment 5: Sequential Pattern Mining / Association Rule Mining [pdf] [ASSISTments]
RapidMiner Data Set: [csv]
Python Data Set: [csv]

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

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

Basic Assignment 7: Clustering [pdf] [ASSISTments]
Data Set: [csv]

Basic Assignment 8: Correlation Mining [pdf] [ASSISTments]
Data Sets: [csv, 1] [csv, 2]

Creative Assignment 4: Final Presentation[pdf]