Works (6)

2021 journal article

Simpler Hyperparameter Optimization for Software Analytics: Why, How, When

IEEE Transactions on Software Engineering, 48(8), 1–1.

By: A. Agrawal, X. Yang, R. Agrawal n, R. Yedida, X. Shen & T. Menzies

author keywords: Software analytics; hyperparameter optimization; defect prediction; bad smell detection; issue close time; bug reports
Sources: Web Of Science, Crossref, ORCID
Added: June 12, 2021

2020 journal article

Better software analytics via "DUO": Data mining algorithms using/used-by optimizers

EMPIRICAL SOFTWARE ENGINEERING, 25(3), 2099–2136.

By: A. Agrawal, T. Menzies, L. Minku*, M. Wagner* & Z. Yu

author keywords: Software analytics; Data mining; Optimization; Evolutionary algorithms
Sources: Web Of Science, ORCID
Added: May 8, 2020

2018 article

Characterizing the Influence of Continuous Integration

PROCEEDINGS OF THE 4TH ACM SIGSOFT INTERNATIONAL WORKSHOP ON SOFTWARE ANALYTICS (SWAN'18), pp. 8–14.

By: A. Rahman, A. Agrawal, R. Krishna n & A. Sobran*

author keywords: Continuous Integration; DevOps; GitHub; Mining Software Repositories; Software Development Practice
Source: Web Of Science
Added: April 2, 2019

2018 article

Data-Driven Search-based Software Engineering

2018 IEEE/ACM 15TH INTERNATIONAL CONFERENCE ON MINING SOFTWARE REPOSITORIES (MSR), pp. 341–352.

By: V. Nair, A. Agrawal, J. Chen, W. Fu, G. Mathew n, T. Menzies, L. Minku*, M. Wagner*, Z. Yu

Sources: Web Of Science, ORCID
Added: March 4, 2019

2018 article

Is "Better Data" Better Than "Better Data Miners"? On the Benefits of Tuning SMOTE for Defect Prediction

PROCEEDINGS 2018 IEEE/ACM 40TH INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING (ICSE), pp. 1050–1061.

By: A. Agrawal & T. Menzies

author keywords: Search based SE; defect prediction; classification; data analytics for software engineering; SMOTE; imbalanced data; preprocessing
Source: Web Of Science
Added: January 21, 2019

2018 journal article

What is wrong with topic modeling? And how to fix it using search-based software engineering

INFORMATION AND SOFTWARE TECHNOLOGY, 98, 74–88.

By: A. Agrawal, W. Fu n & T. Menzies

author keywords: Topic modeling; Stability; LDA; Tuning; Differential evolution
Source: Web Of Science
Added: August 6, 2018