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Ethical Aspects of Data Mining
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Flashcards
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Data Privacy
Discussion on the protection of personal information and the responsibility to avoid misuse of sensitive data in data mining practices. Ethical data mining must respect users' privacy.
Transparency and Accountability
Discussion on the need for clear documentation, explanation of how data mining models work, and who is accountable for decisions made by these systems. Ethical data mining requires both transparency and accountability.
Informed Consent
Discussion on obtaining permission from individuals before collecting, using, or sharing their data. Informed consent is an ethical cornerstone in respectful data mining operations.
Bias and Fairness
Discussion on the potential biases in data mining algorithms and the importance of developing fair systems that do not perpetuate discrimination. Ethical data mining involves actively working towards unbiased outcomes.
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