BiasFinder: Metamorphic test generation to uncover bias for sentiment analysis systems

BiasFinder: Metamorphic test generation to uncover bias for sentiment analysis systems

Artificial intelligence systems, such as Sentiment Analysis (SA) systems, typically learn from large amounts of data that may reflect human bias. Consequently, such systems may exhibit unintended demographic bias against specific characteristics (e.g., gender, occupation, country-of-origin, etc.). S...

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Bibliographic Details
Main Authors: ASYROFI, Muhammad Hilmi, YANG, Zhou, IMAM NUR BANI YUSUF, KANG, Hong Jin, Ferdian, Thung, LO, David
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2022
Subjects:
sentiment analysis
test case generation
metamorphic testing
bias
fairness bug
Artificial Intelligence and Robotics
Software Engineering
Online Access:https://ink.library.smu.edu.sg/sis_research/7611
https://ink.library.smu.edu.sg/context/sis_research/article/8614/viewcontent/2102.01859.pdf
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Institution: Singapore Management University
Language: English

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https://ink.library.smu.edu.sg/sis_research/7611
https://ink.library.smu.edu.sg/context/sis_research/article/8614/viewcontent/2102.01859.pdf

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