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We introduce a new multiple type I error criterion for clinical trials with multiple populations. Such trials are of interest in precision medicine where the goal is to develop treatments that are targeted to specific sub-populations…

统计方法学 · 统计学 2021-02-05 Werner Brannath , Charlie Hillner , Kornelius Rohmeyer

The increasing availability of population-level allele frequency data across one or more related populations necessitates the development of methods that can efficiently estimate population genetics parameters, such as the strength of…

统计计算 · 统计学 2017-11-09 Jeffrey J. Gory , Radu Herbei , Laura S. Kubatko

Multiple importance sampling (MIS) is an increasingly used methodology where several proposal densities are used to approximate integrals, generally involving target probability density functions. The use of several proposals allows for a…

统计理论 · 数学 2022-07-12 Rahul Mukerjee , Víctor Elvira

Population genetic studies have found evidence for dramatic population growth in recent human history. It is unclear how this recent population growth, combined with the effects of negative natural selection, has affected patterns of…

种群与进化 · 定量生物学 2014-02-11 Kirk E. Lohmueller

Divergence between populations for a given trait can be driven by natural or sexual selection, interacting with migration behaviour. Mating preference for different phenotypes can lead to the emergence and persistence of differentiated…

种群与进化 · 定量生物学 2018-01-25 Charline Smadi , Helene Leman , Violaine Llaurens

The distribution and heritability of many traits depends on numerous loci in the genome. In general, the astronomical number of possible genotypes makes the system with large numbers of loci difficult to describe. Multilocus evolution,…

种群与进化 · 定量生物学 2012-08-01 Richard A. Neher , Boris I. Shraiman

We propose a method for summarizing the strength of association between a set of variables and a multivariate outcome. Classical summary measures are appropriate when linear relationships exist between covariates and outcomes, while our…

For many traits, including susceptibility to common diseases in humans, causal loci uncovered by genetic mapping studies explain only a minority of the heritable contribution to trait variation. Multiple explanations for this "missing…

基因组学 · 定量生物学 2015-06-11 Joshua S. Bloom , Ian M. Ehrenreich , Wesley Loo , Thúy-Lan Võ Lite , Leonid Kruglyak

Recent experimental evidence suggests that acute myeloid leukemias may originate from multiple clones of malignant cells. Nevertheless it is not known how the observed clones may differ with respect to cell properties such as proliferation…

组织与器官 · 定量生物学 2014-10-07 Thomas Stiehl , Natalia Baran , Anthony D. Ho , Anna Marciniak-Czochra

When beneficial mutations are rare, they accumulate by a series of selective sweeps. But when they are common, many beneficial mutations will occur before any can fix, so there will be many different mutant lineages in the population…

种群与进化 · 定量生物学 2007-05-23 Michael M. Desai , Daniel S. Fisher

Tremendous variation in the scale of people/head size is a critical problem for crowd counting. To improve the scale invariance of feature representation, recent works extensively employ Convolutional Neural Networks with multi-column…

计算机视觉与模式识别 · 计算机科学 2019-09-18 Zhi-Qi Cheng , Jun-Xiu Li , Qi Dai , Xiao Wu , Jun-Yan He , Alexander Hauptmann

As Large Language Models (LLMs) increasingly appear in social science research (e.g., economics and marketing), it becomes crucial to assess how well these models replicate human behavior. In this work, using hypothesis testing, we present…

计算机与社会 · 计算机科学 2025-06-19 Harbin Hong , Sebastian Caldas , Liu Leqi

In this paper we introduce the phylogenetic scan test (PhyloScan) for investigating cross-group differences in microbiome compositions using the Dirichlet-tree multinomial (DTM) model. DTM models the microbiome data through a cascade of…

应用统计 · 统计学 2017-03-20 Yunfan Tang , Li Ma , Dan L. Niclolae

Multicellular systems play a key role in bioprocess and biomedical engineering. Cell ensembles encountered in these setups show phenotypic variability like size and biochemical composition. As this variability may result in undesired…

系统与控制 · 计算机科学 2018-07-16 Armin Küper , Robert Dürr , Steffen Waldherr

For supercritical multitype branching processes in continuous time, we investigate the evolution of types along those lineages that survive up to some time t. We establish almost-sure convergence theorems for both time and population…

概率论 · 数学 2007-05-23 Hans-Otto Georgii , Ellen Baake

The effort to understand network systems in increasing detail has resulted in a diversity of methods designed to extract their large-scale structure from data. Unfortunately, many of these methods yield diverging descriptions of the same…

数据分析、统计与概率 · 物理学 2015-03-27 Tiago P. Peixoto

Cross-validation is frequently used for model selection in a variety of applications. However, it is difficult to apply cross-validation to mixed effects models (including nonlinear mixed effects models or NLME models) due to the fact that…

统计方法学 · 统计学 2013-05-24 Emily Colby , Eric Bair

Incomplete lineage sorting (ILS) is a common source of gene tree incongruence in multilocus analyses. A large number of methods have been developed to infer species trees in the presence of ILS. Here we provide a mathematical analysis of…

概率论 · 数学 2012-07-18 Sebastien Roch

Hypothesis testing in high dimensional data is a notoriously difficult problem without direct access to competing models' likelihood functions. This paper argues that statistical divergences can be used to quantify the difference between…

数据分析、统计与概率 · 物理学 2024-08-02 Jeremy J. H. Wilkinson , Christopher G. Lester

The Kruskal-Wallis test is a popular non-parametric statistical test for identifying expression quantitative trait loci (eQTLs) from genome-wide data due to its robustness against variations in the underlying genetic model and expression…

基因组学 · 定量生物学 2014-01-15 Jianlong Qi , Hassan Foroughi Asl , Johan Bjorkegren , Tom Michoel