Amritanshu Agrawal
Works (6)
2021 journal article
Simpler Hyperparameter Optimization for Software Analytics: Why, How, When
IEEE Transactions on Software Engineering, 48(8), 1–1.
author keywords: Software analytics; hyperparameter optimization; defect prediction; bad smell detection; issue close time; bug reports
arxiv.org (repository)
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.
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.
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.
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.
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.
author keywords: Topic modeling; Stability; LDA; Tuning; Differential evolution
Source: Web Of Science
Added: August 6, 2018
