Search Results for author: John Lazarsfeld

Found 3 papers, 1 papers with code

The Power of Populations in Decentralized Bandits

no code implementations14 Jun 2023 John Lazarsfeld, Dan Alistarh

We study a cooperative multi-agent bandit setting in the distributed GOSSIP model: in every round, each of $n$ agents chooses an action from a common set, observes the action's corresponding reward, and subsequently exchanges information with a single randomly chosen neighbor, which informs its policy in the next round.

Differentially Private Maximal Information Coefficients

1 code implementation21 Jun 2022 John Lazarsfeld, Aaron Johnson, Emmanuel Adeniran

We therefore introduce the MICr statistic, which is a new MIC approximation that is more compatible with differential privacy.

Consistency of the Maximal Information Coefficient Estimator

no code implementations8 Jul 2021 John Lazarsfeld, Aaron Johnson

The Maximal Information Coefficient (MIC) of Reshef et al. (Science, 2011) is a statistic for measuring dependence between variable pairs in large datasets.

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