Search Results - "Owen, Art"
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Deterministic parallel analysis: an improved method for selecting factors and principal components
Published in Journal of the Royal Statistical Society. Series B, Statistical methodology (01-02-2019)“…Factor analysis and principal component analysis are used in many application areas. The first step, choosing the number of components, remains a serious…”
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Outlier Detection Using Nonconvex Penalized Regression
Published in Journal of the American Statistical Association (01-06-2011)“…This article studies the outlier detection problem from the standpoint of penalized regression. In the regression model, we add one mean shift parameter for…”
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Statistically Efficient Thinning of a Markov Chain Sampler
Published in Journal of computational and graphical statistics (03-07-2017)“…It is common to subsample Markov chain output to reduce the storage burden. Geyer shows that discarding k − 1 out of every k observations will not improve…”
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CONFOUNDER ADJUSTMENT IN MULTIPLE HYPOTHESIS TESTING
Published in The Annals of statistics (01-10-2017)“…We consider large-scale studies in which thousands of significance tests are performed simultaneously. In some of these studies, the multiple testing procedure…”
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Genome-Wide Scan Informed by Age-Related Disease Identifies Loci for Exceptional Human Longevity
Published in PLoS genetics (01-12-2015)“…We developed a new statistical framework to find genetic variants associated with extreme longevity. The method, informed GWAS (iGWAS), takes advantage of…”
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Bi-Cross-Validation for Factor Analysis
Published in Statistical science (01-02-2016)“…Factor analysis is over a century old, but it is still problematic to choose the number of factors for a given data set. We provide a systematic review of…”
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Backfitting for large scale crossed random effects regressions
Published in The Annals of statistics (01-02-2022)“…Regression models with crossed random effect errors can be very expensive to compute. The cost of both generalized least squares and Gibbs sampling can easily…”
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KARL PEARSON'S META-ANALYSIS REVISITED
Published in The Annals of statistics (01-12-2009)“…This paper revisits a meta-analysis method proposed by Pearson [Biometrika 26 (1934) 425–442] and first used by David [Biometrika 26 (1934) 1–11]. It was…”
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Extensible grids: uniform sampling on a space filling curve
Published in Journal of the Royal Statistical Society. Series B, Statistical methodology (01-09-2016)“…We study the properties of points in [0, 1]d generated by applying Hilbert's space filling curve to uniformly distributed points in [0, 1]. For deterministic…”
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A general characterization of optimal tie-breaker designs
Published in The Annals of statistics (01-06-2023)“…Tie-breaker designs trade off a measure of statistical efficiency against a short-term gain from preferentially assigning a binary treatment to subjects with…”
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Comment: Unreasonable Effectiveness of Monte Carlo
Published in Statistical science (01-02-2019)“…There is a role for statistical computation in numerical integration. However, the competition from incumbent methods looks to be stiffer for this problem than…”
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Aging mice show a decreasing correlation of gene expression within genetic modules
Published in PLoS genetics (01-12-2009)“…In this work we present a method for the differential analysis of gene co-expression networks and apply this method to look for large-scale transcriptional…”
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Admissibility in Partial Conjunction Testing
Published in Journal of the American Statistical Association (02-01-2019)“…Meta-analysis combines results from multiple studies aiming to increase power in finding their common effect. It would typically reject the null hypothesis of…”
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Combining randomized field experiments with observational satellite data to assess the benefits of crop rotations on yields
Published in Environmental research letters (01-04-2022)“…Abstract With climate change threatening agricultural productivity and global food demand increasing, it is important to better understand which farm…”
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Combining observational and experimental datasets using shrinkage estimators
Published in Biometrics (01-12-2023)“…We consider the problem of combining data from observational and experimental sources to draw causal conclusions. To derive combined estimators with desirable…”
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DETECTING MULTIPLE REPLICATING SIGNALS USING ADAPTIVE FILTERING PROCEDURES
Published in The Annals of statistics (01-08-2022)“…Replicability is a fundamental quality of scientific discoveries: we are interested in those signals that are detectable in different laboratories, different…”
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Propensity score methods for merging observational and experimental datasets
Published in Statistics in medicine (15-01-2022)“…We consider how to merge a limited amount of data from a randomized controlled trial (RCT) into a much larger set of data from an observational data base…”
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Transcriptional profiling of aging in human muscle reveals a common aging signature
Published in PLoS genetics (01-07-2006)“…We analyzed expression of 81 normal muscle samples from humans of varying ages, and have identified a molecular profile for aging consisting of 250…”
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Bi-Cross-Validation of the SVD and the Nonnegative Matrix Factorization
Published in The annals of applied statistics (01-06-2009)“…This article presents a form of bi-cross-validation (BCV) for choosing the rank in outer product models, especially the singular value decomposition (SVD) and…”
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