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pro vyhledávání: '"Joymallya Chakraborty"'
Context: Machine learning software can generate models that inappropriately discriminate against specific protected social groups (e.g., groups based on gender, ethnicity, etc). Motivated by those results, software engineering researchers have propos
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::c8e83a8934545402b344b905a3eb6fc1
http://arxiv.org/abs/2110.01109
http://arxiv.org/abs/2110.01109
Publikováno v:
ESEC/SIGSOFT FSE
Increasingly, software is making autonomous decisions in case of criminal sentencing, approving credit cards, hiring employees, and so on. Some of these decisions show bias and adversely affect certain social groups (e.g. those defined by sex, race,
Autor:
Joymallya Chakraborty, TIm Menzies
Machine learning software is increasingly being used to make decisions that affect people's lives. But sometimes, the core part of this software (the learned model), behaves in a biased manner that gives undue advantages to a specific group of people
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_________::e21b771ffbc2c1237c83b22792850fd9
Publikováno v:
ASE
Machine learning software is being used in many applications (finance, hiring, admissions, criminal justice) having a huge social impact. But sometimes the behavior of this software is biased and it shows discrimination based on some sensitive attrib
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::9e4a160c474173da8c59c5c2bff5408a
Publikováno v:
Complex & Intelligent Systems. 5:265-281
Generation of all possible spanning trees of a graph is a major area of research in graph theory as the number of spanning trees of a graph increases exponentially with graph size. Several algorithms of varying efficiency have been developed since ea
Autor:
Kevin Haverlock, Philip Clark, Joymallya Chakraborty, Jianfeng Chen, Snehit Cherian, Tim Menzies
Publikováno v:
Proceedings of the 2019 27th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering.
Maintaining web-services is a mission-critical task where any down-time means loss of revenue and reputation (of being a reliable service provider). In the current competitive web services market, such a loss of reputation causes extensive loss of fu
Autor:
Joymallya Chakraborty, Gina R. Bai, Justin Middleton, Nasif Imtiaz, Neill Robson, Emerson Murphy-Hill
Publikováno v:
ICSE
Diversity, including gender diversity, is valued by many software development organizations, yet the field remains dominated by men. One reason for this lack of diversity is gender bias. In this paper, we study the effects of that bias by using an ex