Joymallya Chakraborty

College of Engineering

Works (7)

Updated: November 13th, 2023 08:06

2023 journal article

Fair Enough: Searching for Sufficient Measures of Fairness

ACM TRANSACTIONS ON SOFTWARE ENGINEERING AND METHODOLOGY, 32(6).

By: S. Majumder n, J. Chakraborty n, G. Bai n, K. Stolee n & T. Menzies n 

co-author countries: United States of America πŸ‡ΊπŸ‡Έ
author keywords: Software fairness; fairness metrics; clustering; theoretical analysis; empirical analysis
Sources: Web Of Science, ORCID
Added: October 31, 2023

2023 journal article

FairMask: Better Fairness via Model-Based Rebalancing of Protected Attributes

IEEE TRANSACTIONS ON SOFTWARE ENGINEERING, 49(4), 2426–2439.

By: K. Peng n, J. Chakraborty n & T. Menzies n 

co-author countries: United States of America πŸ‡ΊπŸ‡Έ
author keywords: Software fairness; explanation; bias mitigation
Sources: Web Of Science, ORCID
Added: May 30, 2023

2022 article

Fair-SSL: Building fair ML Software with less data

2022 IEEE/ACM INTERNATIONAL WORKSHOP ON EQUITABLE DATA & TECHNOLOGY (FAIRWARE 2022), pp. 1–8.

By: J. Chakraborty n, S. Majumder n & H. Tu n

co-author countries: United States of America πŸ‡ΊπŸ‡Έ
author keywords: Machine Learning with and for SE; Ethics in Software Engineering
Source: Web Of Science
Added: October 3, 2022

2021 article

Bias in Machine Learning Software: Why? How? What to Do?

PROCEEDINGS OF THE 29TH ACM JOINT MEETING ON EUROPEAN SOFTWARE ENGINEERING CONFERENCE AND SYMPOSIUM ON THE FOUNDATIONS OF SOFTWARE ENGINEERING (ESEC/FSE '21), pp. 429–440.

By: J. Chakraborty n, S. Majumder n & T. Menzies n 

co-author countries: United States of America πŸ‡ΊπŸ‡Έ
author keywords: Software Fairness; Fairness Metrics; Bias Mitigation
Sources: Web Of Science, ORCID
Added: March 7, 2022

2020 article

Making Fair ML Software using Trustworthy Explanation

2020 35TH IEEE/ACM INTERNATIONAL CONFERENCE ON AUTOMATED SOFTWARE ENGINEERING (ASE 2020), pp. 1229–1233.

By: J. Chakraborty n, K. Peng n & T. Menzies n 

co-author countries: United States of America πŸ‡ΊπŸ‡Έ
Sources: Web Of Science, ORCID
Added: June 10, 2021

2019 article

Investigating the Effects of Gender Bias on GitHub

2019 IEEE/ACM 41ST INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING (ICSE 2019), pp. 700–711.

By: N. Imtiaz n, J. Middleton n, J. Chakraborty n, N. Robson n, G. Bai  n & E. Murphy-Hill*

co-author countries: United States of America πŸ‡ΊπŸ‡Έ
author keywords: GitHub; gender; open source
Source: Web Of Science
Added: September 7, 2020

2019 article

Predicting Breakdowns in Cloud Services (with SPIKE)

ESEC/FSE'2019: PROCEEDINGS OF THE 2019 27TH ACM JOINT MEETING ON EUROPEAN SOFTWARE ENGINEERING CONFERENCE AND SYMPOSIUM ON THE FOUNDATIONS OF SOFTWARE ENGINEERING, pp. 916–924.

By: J. Chen n, J. Chakraborty n, P. Clark*, K. Haverlock*, S. Cherian* & T. Menzies n 

co-author countries: United States of America πŸ‡ΊπŸ‡Έ
author keywords: Cloud; optimization; data mining; parameter tuning
Sources: Web Of Science, ORCID
Added: October 7, 2019