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A workload-adaptive mechanism for linear queries under local differential privacy
We propose a new mechanism to accurately answer a user-provided set of l...
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Fair Decision Making using Privacy-Protected Data
Data collected about individuals is regularly used to make decisions tha...
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Privacy Preserving Off-Policy Evaluation
Many reinforcement learning applications involve the use of data that is...
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Graphical-model based estimation and inference for differential privacy
Many privacy mechanisms reveal high-level information about a data distr...
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Ektelo: A Framework for Defining Differentially-Private Computations
The adoption of differential privacy is growing but the complexity of de...
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Optimizing error of high-dimensional statistical queries under differential privacy
Differentially private algorithms for answering sets of predicate counti...
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On Obtaining Stable Rankings
We often have to rank items with multiple attributes in a dataset. A typ...
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A Nutritional Label for Rankings
Algorithmic decisions often result in scoring and ranking individuals to...
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Differentially Private Learning of Undirected Graphical Models using Collective Graphical Models
We investigate the problem of learning discrete, undirected graphical mo...
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Scalable Probabilistic Databases with Factor Graphs and MCMC
Probabilistic databases play a crucial role in the management and unders...
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