AIF360 swMATH ID: 33037 Software Authors: Bellamy, Rachel K. E.; Dey, Kuntal; Hind, Michael; Hoffman, Samuel C.; Houde, Stephanie; Kannan, Kalapriya; Lohia, Pranay; Martino, Jacquelyn; Mehta, Sameep; Mojsilovic, Aleksandra; Nagar, Seema; Ramamurthy, Karthikeyan Natesan; Richards, John; Saha, Diptikalyan; Sattigeri, Prasanna; Singh, Moninder; Varshney, Kush R.; Zhang, Yunfeng Description: AIF360: AI Fairness 360 Open Source Toolkit. This extensible open source toolkit can help you examine, report, and mitigate discrimination and bias in machine learning models throughout the AI application lifecycle. Containing over 70 fairness metrics and 10 state-of-the-art bias mitigation algorithms developed by the research community, it is designed to translate algorithmic research from the lab into the actual practice of domains as wide-ranging as finance, human capital management, healthcare, and education. We invite you to use it and improve it. Homepage: https://aif360.mybluemix.net Source Code: https://github.com/ibm/aif360 Related Software: Scikit; Fairlearn; H2O; DALEX; InterpretML; AI Explainability 360; ranger; fairness; UCI-ml; R; fairmodels; Python; t-SNE; TensorFlow; modelStudio; shap; Aequitas; Skater; FAT Forensics; GitHub Cited in: 8 Documents all top 5 Cited by 26 Authors 1 Calmon, Flavio P. 1 Caton, Simon 1 Delibašić, Boris 1 Detyniecki, Marcin 1 Grari, Vincent 1 Guardieiro, Vitória 1 Gupta, Sunil Kumar 1 Haas, Christian 1 Henzinger, Thomas A. 1 Karimi, Mahyar 1 Kueffner, Konstantin 1 Lamprier, Sylvain 1 Malisetty, Saiteja 1 Mallik, Kaushik 1 Meinshausen, Nicolai 1 Petrović, Andrija 1 Plečko, Drago 1 Poco, Jorge 1 Radovanović, Sandro 1 Raimundo, Marcos M. 1 Ramamurthy, Karthikeyan Natesan 1 Rana, Santu 1 Shilton, Alistair 1 Suknović, Milija 1 Venkatesh, Svetha 1 Wei, Dennis all top 5 Cited in 6 Serials 2 Journal of Machine Learning Research (JMLR) 1 Information Sciences 1 Machine Learning 1 The Journal of Artificial Intelligence Research (JAIR) 1 International Transactions in Operational Research 1 Data Mining and Knowledge Discovery Cited in 3 Fields 7 Computer science (68-XX) 2 Statistics (62-XX) 1 Operations research, mathematical programming (90-XX) Citations by Year