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John Molitor

Researcher at Imperial College London

Publications -  32
Citations -  3100

John Molitor is an academic researcher from Imperial College London. The author has contributed to research in topics: Medicine & Biology. The author has an hindex of 18, co-authored 23 publications receiving 2901 citations. Previous affiliations of John Molitor include University of Southern California.

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Markov chain Monte Carlo without likelihoods

TL;DR: A Markov chain Monte Carlo method for generating observations from a posterior distribution without the use of likelihoods is presented, which can be used in frequentist applications, in particular for maximum-likelihood estimation.
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Genome-Wide Association Mapping in Arabidopsis Identifies Previously Known Flowering Time and Pathogen Resistance Genes

TL;DR: The feasibility of genome-wide association mapping in A. thaliana was tested by searching for associations with flowering time and pathogen resistance in a sample of 95 accessions for which genome- wide polymorphism data were available, and known major genes were identified for all phenotypes tested.
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Bayesian profile regression with an application to the National Survey of Children's Health.

TL;DR: This work proposes a method that addresses problems for categorical covariates by using, as its basic unit of inference, a profile formed from a sequence of covariate values, which is clustered into groups and associated via a regression model to a relevant outcome.