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Machine learning based decision making systems are increasingly affecting humans.
Causality
Judea Pearl · 2009
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I-Cheng Yeh and Che-hui Lien · 2009
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Credit risk scorecards: developing and implementing intelligent credit scoring , volume 3
Naeem Siddiqi · 2012
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Auto-encoding variational bayes
Diederik P Kingma and Max Welling · 2013
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Generative adversarial nets
Ian Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, and Yoshua Bengio · 2014
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Intelligible models for healthcare: Predicting pneumonia risk and hospital 30-day readmission
Rich Caruana, Yin Lou, Johannes Gehrke, Paul Koch, Marc Sturm, and Noemie Elhadad · 2015
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Deep learning face attributes in the wild
Ziwei Liu, Ping Luo, Xiaogang Wang, and Xiaoou Tang · 2015
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Machine bias risk assessments in criminal sentencing
J Angwin, J Larson, S Mattu, and L Kirchner · 2016
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Tutorial on variational autoencoders
Carl Doersch · 2016
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Jeff Donahue, Philipp Krähenbühl, and Trevor Darrell · 2016
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Adversarially learned inference
Vincent Dumoulin, Ishmael Belghazi, Ben Poole, Olivier Mastropietro, Alex Lamb, Martin Arjovsky, and Aaron Courville · 2016
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Chapter 19 - machine learning in healthcare
Alison Callahan and Nigam H Shah · 2017
Cited alongside, same era.
Explanations based on the missing: Towards contrastive explanations with pertinent negatives
Amit Dhurandhar, Pin-Yu Chen, Ronny Luss, Chun-Chen Tu, Paishun Ting, Karthikeyan Shanmugam, and Payel Das · 2018
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Interpretable credit application predictions with counterfactual explanations
Rory Mc Grath, Luca Costabello, Chan Le Van, Paul Sweeney, Farbod Kamiab, Zhao Shen, and Freddy Lecue · 2018
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The misgendering machines: Trans/hci implications of automatic gender recognition
Os Keyes · 2018
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Fairness through causal awareness: Learning latent-variable models for biased data
David Madras, Elliot Creager, Toniann Pitassi, and Richard Zemel · 2018
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Causal effect inference with deep latent-variable models
Christos Louizos, Uri Shalit, Joris M Mooij, David Sontag, Richard Zemel, and Max Welling · 2017
Cited alongside, same era.
Counterfactual explanations without opening the black box: Automated decisions and the gpdr
Sandra Wachter, Brent Mittelstadt, and Chris Russell · 2017
Cited alongside, same era.
Alfredo Nazabal, Pablo M Olmos, Zoubin Ghahramani, and Isabel Valera · 2018
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Actionable recourse in linear classification
Berk Ustun, Alexander Spangher, and Yang Liu · 2018
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