Search Results - "Kory D. Johnson"
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Robust models of disease heterogeneity and control, with application to the SARS-CoV-2 epidemic
Published in PLOS global public health (2022)“…In light of the continuing emergence of new SARS-CoV-2 variants and vaccines, we create a robust simulation framework for exploring possible infection…”
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Disease momentum: Estimating the reproduction number in the presence of superspreading
Published in Infectious disease modelling (01-01-2021)“…A primary quantity of interest in the study of infectious diseases is the average number of new infections that an infected person produces. This so-called…”
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SARS-CoV-2 rapid antigen tests provide benefits for epidemic control – observations from Austrian schools
Published in Journal of clinical epidemiology (01-05-2022)“…This paper motivates and justifies the use of antigen tests for epidemic control as distinct from a diagnostic test. We discuss the relative advantages of…”
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Published in Journal of the American Statistical Association (01-06-2016)“…The authors provide a novel and exciting framework for analyzing conditional selection. Formalizing the steps of a selection procedure as constraints on the…”
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Published in Journal of the American Statistical Association (02-04-2016)Get full text
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Published in Journal of the American Statistical Association (02-04-2016)Get full text
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Robust models of disease heterogeneity and control, with application to the SARS-CoV-2 epidemic
Published in PLOS global public health (01-01-2022)“…In light of the continuing emergence of new SARS-CoV-2 variants and vaccines, we create a robust simulation framework for exploring possible infection…”
Get full text
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Discrete methods in statistics: Feature selection and fairness-aware data mining
Published 01-01-2016“…This dissertation is a detailed investigation of issues that arise in models that change discretely. Models are often constructed by either including or…”
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Dissertation -
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Redistributor: Transforming Empirical Data Distributions
Published 25-10-2022“…We present an algorithm and package, Redistributor, which forces a collection of scalar samples to follow a desired distribution. When given independent and…”
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Adaptive, Distribution-Free Prediction Intervals for Deep Networks
Published 25-05-2019“…The machine learning literature contains several constructions for prediction intervals that are intuitively reasonable but ultimately ad-hoc in that they do…”
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Evidence suggests that SARS-CoV-2 rapid antigen tests provide benefits for epidemic control -- observations from Austrian schools
Published 17-12-2021“…Rapid antigen tests detect proteins at the surface of virus particles, identifying the disease during its infectious phase. In contrast, PCR tests detect viral…”
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Robust models of SARS-CoV-2 heterogeneity and control
Published 23-09-2021“…In light of the continuing emergence of new SARS-CoV-2 variants and vaccines, we create a simulation framework for exploring possible infection trajectories…”
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Disease Momentum: Estimating the Reproduction Number in the Presence of Superspreading
Published 16-12-2020“…A primary quantity of interest in the study of infectious diseases is the average number of new infections that an infected person produces. This so-called…”
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Impartial Predictive Modeling and the Use of Proxy Variables
Published 01-08-2016“…Fairness aware data mining (FADM) aims to prevent algorithms from discriminating against protected groups. The literature has come to an impasse as to what…”
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Fitting High-Dimensional Interaction Models with Error Control
Published 21-10-2015“…There is a renewed interest in polynomial regression in the form of identifying influential interactions between features. In many settings, this takes place…”
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Submodularity in Statistics: Comparing the Success of Model Selection Methods
Published 21-10-2015“…We demonstrate the usefulness of submodularity in statistics as a characterization of the difficulty of the \emph{search} problem of feature selection. The…”
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A Risk Ratio Comparison of $l_0$ and $l_1$ Penalized Regression
Published 21-10-2015“…There has been an explosion of interest in using $l_1$-regularization in place of $l_0$-regularization for feature selection. We present theoretical results…”
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