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Aaron Roth , Professor of Computer Science at UPenn, discusses his recent book, The Ethical Algorithm: The Science of Socially Aware Algorithm Design . On this episode of Technology & Prose, Aaron Roth joins host Nikita...
Aaron Roth on The Ethical Algorithm is an episode from Technology & Prose by Nikita Aggarwal. Aaron Roth , Professor of Computer Science at UPenn, discusses his recent book, The Ethical Algorithm: The Science of Socially Aware Algorithm Des...
This episode belongs to Technology & Prose.
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Published Mar 25, 2021, 44:57 long, audio available.
Aaron Roth , Professor of Computer Science at UPenn, discusses his recent book, The Ethical Algorithm: The Science of Socially Aware Algorithm Design . On this episode of Technology & Prose, Aaron Roth joins host Nikita Aggarwal to talk about the importance of ethical algorithm design (1:34), differential privacy and designing privacy-preserving algorithms (6:09), the costs and trade-offs of designing for privacy (10:38), application of differential privacy by Apple, Google and the 2020 US Census (14:13), GANs and synthetic data (18:22), designing fair algorithms, the ProPublica COMPAS investigation, the value and challenge of formalising ethical norms (20:30), modelling fairness/accuracy trade-offs (28:26), multi-objective optimisation (32:36), algorithmic game theory and designing for cooperation (34:13), incentivising organisations to adopt ethical algorithm design, privacy and fairness regulation (40:28). References Dinur and Nissim, Revealing Information While Preserving Privacy Goodfellow et al, Generative Adversarial Nets Angwin et al, ProPublica report on COMPAS Northpointe’s response to ProPublica Kleinberg et al, Inherent Trade-offs in the Fair Determination of Risk Scores Recorded on March 5th 2021.
You can listen to Aaron Roth on The Ethical Algorithm online on Radio and Podcast. Open the player on this page to stream the available audio.
Aaron Roth on The Ethical Algorithm is an episode from Technology & Prose by Nikita Aggarwal.
This episode is 44:57 long.
This episode was published on Mar 25, 2021.
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Aaron Roth on The Ethical Algorithm is from Technology & Prose by Nikita Aggarwal.
Published Mar 25, 2021 and 44:57 long