Search Results for author: Gideon Simpson

Found 2 papers, 1 papers with code

Longitudinal Distance: Towards Accountable Instance Attribution

no code implementations23 Aug 2021 Rosina O. Weber, Prateek Goel, Shideh Amiri, Gideon Simpson

Previous research in interpretable machine learning (IML) and explainable artificial intelligence (XAI) can be broadly categorized as either focusing on seeking interpretability in the agent's model (i. e., IML) or focusing on the context of the user in addition to the model (i. e., XAI).

Attribute Explainable artificial intelligence +2

A splitting method to reduce MCMC variance

2 code implementations27 Nov 2020 Robert J. Webber, David Aristoff, Gideon Simpson

We explore whether splitting and killing methods can improve the accuracy of Markov chain Monte Carlo (MCMC) estimates of rare event probabilities, and we make three contributions.

Numerical Analysis Numerical Analysis 65C05, 65C40, 82C80

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