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Computer Science Theses and Dissertations

Theses and Dissertations for the Computer Science department.

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Bounds and Applications of Concentration of Measure in Fair Machine Learning and Data Science

Description:
I introduce novel concentration-of-measure bounds for the supremum deviation, several variance concepts, and a family of game-theoretic welfare functions. I then apply these bounds to …
Year:
2021
Contributor:
Cousins, Cyrus (creator)
Upfal, Eli (Advisor)
Littman, Michael (Reader)
Riondato, Matteo (Reader)
Brown University. Department of Computer Science (sponsor)
Genre:
theses
Subject:
Machine Learning
Markov chain Monte Carlo
Mean estimation
Fair Machine Learning
Statistical Learning Theory
Computational learning theory
Convex Optimization
Collection:
Computer Science
Theses and Dissertations
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