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Table 3 Summary of research objectives

From: Framework for automatically suggesting remedial actions to help students at risk based on explainable ML and rule-based models

 

Objective 1

Objective 2

Objective 3

Dataset (size)

D1 (218), D2 (230)

D1 (218), D2 (230)

D3 (201)

Attributes

Checkpoints

Checkpoints & Historical Features

Checkpoints

Target performance in

TG

MT, TG

MT, TG

Classification

Multiclassification: Good /AtRisk / Failed

Multiclassification:Good / AtRisk / Failed

Binary classification: Good / AtRisk

Remedial Actions

No

No

Yes

  1. MT midterm exam grade, TG  total grade