Category: 2019
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Understanding Data Bias
Biased Data, Data Collection, Data Modeling, Discriminatory Practices, Omitted Variable Bias, Response BiasAuthor: Prabhakar Krishnamurthy; Publisher: Medium; Publication Year: 2019. The following article discusses how most datasets suffer from bias which can affect conclusions drawn from the data in a way that is discriminatory. This paper describes…
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AI Ethics in Predictive Policing: From Models of Threat to an Ethics of Care
Author: Peter Asaro; Publisher: IEEE Xplore; Publication Year: 2019. The following article looks at predictive policing from 2 lenses they refer to as the Ethics of Care Approach and the Models of Threat Approach. The…
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The Ethics of Data Visualization
Author: Peter Haferl; Publisher: Medium; Publication Year: 2019. The following article discusses how data science is not only about analyzing data and interpreting results, but also about telling a story around these results. Oftentimes, these…
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Using Data Ethically: Tips from Four Influential Organisations
Author: N/A; Publisher: Open Data Institute; Publication Year: 2019. The following article is from the Open Data Institute (ODI), an organization that works with companies to make sure they are being compliant with data law…
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The Rise of Data and AI Ethics
Author: Nihar Dalmia, David Schatsky; Publisher: Deloitte. Insights; Publication Year: 2019. The following article provides a brief overview of how governments could and should be involved in the regulation of data ownership. Unlike so many…
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Algorithmic Bias Detection and Mitigation: Best Practices and Policies to Reduce Consumer Harms
Author: Nicole Turner Lee, Paul Resnick, Genie Barton; Publisher: Brookings; Publication Year: 2019. The following article introduces a framework for algorithmic hygiene which lists specific causes of bias with best practices on how to recognize…
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Algorithmic Bias Detection and Mitigation: Best Practices and Policies to Reduce Consumer Harms
Author: Nicol Turner Lee, Paul Resnick, Genie Barton; Publisher: Brookings; Publication Year: 2019. The following piece describes how artificial intelligence (AI) is being used to manage greater aspects of our economy. There is risk that…
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How AI and Neuroscience Drive Each Other Forwards
Author: Neil Savage; Publisher: Nature; Publication Year: 2019. The following article explores how artificial intelligence (AI) and neuroscience enhance each other. AI, with its ability to identify patterns in large, complex datasets, has seen remarkable…
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Data Ethics in Tech; Here’s Why It’s So Hard
Author: Nathan Kinch; Publisher: Medium; Publication Year: 2019. The following article discusses the importance of making an actionable data ethics framework, why it is so difficult for companies to do so, and ways to get…