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Effat Farhana

Interpretable Machine Learning Rule-mining Classification Algorithms Personalized Learning Systems Educational Software Analytics Data-driven Heuristics For MOOCs
3127A Shelby Center

About

I am an Assistant Professor of Computer Science and Software Engineering at Auburn University. I completed my Ph.D. under Dr. Collin F. Lynch at North Carolina State University and my B.S. from Bangladesh University of Engineering and Technology. Before joining Auburn, I was a postdoctoral research scholar in the Department of Computer Science at Vanderbilt University, working with Dr. Maithilee Kunda . My research focuses on mining educational software (e.g., MOOCs, online learning platforms) to derive data-driven heuristics and designing interpretable machine learning algorithms. Towards interpretable machine learning, my research has focused on designing a cognitive theory-grounded system for personalized learning in education (EAAI 2022). Another work focused on designing a rule-mining classification algorithm--to find the right balance between interpretability and performance (GECCO 2017, GECCO 2018). Towards data-driven analytics, I focus on discovering insight by exploiting data from educational software, such as understanding students' interactions within the system and connecting those with their academic performance (ACM L@S 2020, EDM 2020).

Research Performance Summary

28
Total Papers
332
Total Citations
8
H-Index
2010-2025
Active Research Span

First Recorded Paper

Finite automata based algorithms for the generalized constrained longest common subsequence problems

Year: 2010

Citations: 13

Venue: International Symposium on String Processing and Information Retrieval

Latest Recorded Paper

WOMBAT: A Framework for Characterizing Visuospatial Cognition in Neurodivergent Individuals

Year: 2025

Citations: 0

Venue: Proceedings of the Eleventh Annual Conference on Advances in Cognitive Systems

Last 10 Years Publication Activity

This timeline shows the professor's yearly publication activity.

2025
1
2024
3
2023
2
2022
2
2021
3
2020
8
2019
3
2018
2
2017
1
2015
1
2012
1

Publication Venues and Collaboration

Journal, Conference, and Book Publication Breakdown

Conference 15
Journal 2
Book 1

Top Coauthors

Farhana Rahman Rutherford

Research Impact by Period

2025-2026

Period Stats
Papers 1
Citations 0
Avg. Citations / Paper 0
H-Index 0

2020-2024

Period Stats
Papers 18
Citations 202
Avg. Citations / Paper 11.2
H-Index 6

2015-2019

Period Stats
Papers 7
Citations 108
Avg. Citations / Paper 15.4
H-Index 4

2010-2014

Period Stats
Papers 2
Citations 22
Avg. Citations / Paper 11
H-Index 2

Contact and Professional Links

Contact Information

e.farhana@auburn.edu
3348446325

Detected Research Keywords

Middle School Students Gang Eight Defect Eight Defect Taxonomy Defect Taxonomy Infrastructure Taxonomy Infrastructure Code Infrastructure Code Scripts Bugs Covid 19 Covid 19 Software 19 Software Projects Regulated Learning Science