VOL. 16 · NO. 3 | September 2022
Ann. Appl. Stat. 16 (3), (September 2022)
No abstract available
Ann. Appl. Stat. 16 (3), (September 2022)
No abstract available
Yuping Zhang, Disheng Mao, Zhengqing Ouyang
Ann. Appl. Stat. 16 (3), 1253-1267, (September 2022) DOI: 10.1214/21-AOAS1479
KEYWORDS: Spatial organization, Dimension reduction, 3D structure, Euclidean space
Andrew Jones, F. William Townes, Didong Li, Barbara E. Engelhardt
Ann. Appl. Stat. 16 (3), 1268-1291, (September 2022) DOI: 10.1214/21-AOAS1534
KEYWORDS: latent variable models, RNA sequencing, differential expression, contrastive models, case-control data
Yiwen Liu, Xiaoxiao Sun, Wenxuan Zhong, Bing Li
Ann. Appl. Stat. 16 (3), 1292-1312, (September 2022) DOI: 10.1214/21-AOAS1537
KEYWORDS: data fusion, multisource data, generalized eigenvalue problem, epigenetics
Francesco Sanna Passino, Melissa J. M. Turcotte, Nicholas A. Heard
Ann. Appl. Stat. 16 (3), 1313-1332, (September 2022) DOI: 10.1214/21-AOAS1540
KEYWORDS: anomaly detection, Dynamic networks, new link prediction, Poisson matrix factorisation, statistical cybersecurity, variational inference
Hu Sun, Zhijun Hua, Jiaen Ren, Shasha Zou, Yuekai Sun, Yang Chen
Ann. Appl. Stat. 16 (3), 1333-1358, (September 2022) DOI: 10.1214/21-AOAS1541
KEYWORDS: Matrix completion, temporal smoothing, auxiliary data, regularization, total electron content (TEC)
Connor P. Gibbs, Ryan Elmore, Bailey K. Fosdick
Ann. Appl. Stat. 16 (3), 1359-1379, (September 2022) DOI: 10.1214/21-AOAS1545
KEYWORDS: Causal inference, Matching, sports statistics
Antik Chakraborty, Otso Ovaskainen, David B. Dunson
Ann. Appl. Stat. 16 (3), 1380-1399, (September 2022) DOI: 10.1214/21-AOAS1546
KEYWORDS: fractional Brownian motion, Fractal, latent Gaussian process models, Long range dependence, nonparametric Bayes, probit, time series
Charles Bouveyron, Julien Jacques, Amandine Schmutz, Fanny Simões, Silvia Bottini
Ann. Appl. Stat. 16 (3), 1400-1422, (September 2022) DOI: 10.1214/21-AOAS1547
KEYWORDS: Latent Block Model, multivariate functional data, SEM-Gibbs algorithm, Pollution, co-clustering
Tianying Wang, Iuliana Ionita-Laza, Ying Wei
Ann. Appl. Stat. 16 (3), 1423-1444, (September 2022) DOI: 10.1214/21-AOAS1548
KEYWORDS: quantile process, rank score test, gene-set associations
Ying Kuen Cheung, Thevaa Chandereng, Keith M. Diaz
Ann. Appl. Stat. 16 (3), 1445-1458, (September 2022) DOI: 10.1214/21-AOAS1549
KEYWORDS: Adaptive dose-finding, generalized PIPE, glucose monitoring, sedentary breaks, weighted posterior gain
Iris Ivy M. Gauran, Junyong Park, Ilia Rattsev, Thomas A. Peterson, Maricel G. Kann, DoHwan Park
Ann. Appl. Stat. 16 (3), 1459-1475, (September 2022) DOI: 10.1214/21-AOAS1551
KEYWORDS: Bayesian local false discovery rate, sparse count data, zero-inflated generalized Poisson, protein domains
Jialiang Mao, Li Ma
Ann. Appl. Stat. 16 (3), 1476-1499, (September 2022) DOI: 10.1214/21-AOAS1552
KEYWORDS: Bayesian hierarchical models, Compositional data, latent variable models, probabilistic learning
Louis G. Jensen, David J. Williamson, Ute Hahn
Ann. Appl. Stat. 16 (3), 1500-1523, (September 2022) DOI: 10.1214/21-AOAS1553
KEYWORDS: Photoactivated localization microscopy, multiple blinking, spatiotemporal point patterns, mark correlation function, moment-based estimation, second-order characteristics
Léo R. Belzile, Anthony C. Davison
Ann. Appl. Stat. 16 (3), 1524-1549, (September 2022) DOI: 10.1214/21-AOAS1555 Open Access
KEYWORDS: extreme value distribution, generalized Pareto distribution, higher-order asymptotic inference, Poisson process, tangent exponential model, profile likelihood
Jacob Parsons, Xiaoyue Niu, Le Bao
Ann. Appl. Stat. 16 (3), 1550-1562, (September 2022) DOI: 10.1214/21-AOAS1556
KEYWORDS: multiplier method, network scale-up, HIV/AIDS epidemic, people who inject drugs, key affected population
Paul S. Clarke, Yanchun Bao
Ann. Appl. Stat. 16 (3), 1563-1585, (September 2022) DOI: 10.1214/21-AOAS1557 Open Access
KEYWORDS: Causal inference, generalized method of moments, encouragement design, instrumental variable, potential outcomes
Sebastien Haneuse, Deborah Schrag, Francesca Dominici, Sharon-Lise Normand, Kyu Ha Lee
Ann. Appl. Stat. 16 (3), 1586-1607, (September 2022) DOI: 10.1214/21-AOAS1558
KEYWORDS: Bayesian decision theory, hierarchical modeling, provider profiling, semicompeting risks, quality of care
Chiara Masci, Francesca Ieva, Anna Maria Paganoni
Ann. Appl. Stat. 16 (3), 1608-1632, (September 2022) DOI: 10.1214/21-AOAS1559
KEYWORDS: semiparametric statistics, multinomial mixed-effects regression, unsupervised clustering, higher education
Joshua L. Warren, Howard H. Chang, Lauren K. Warren, Matthew J. Strickland, Lyndsey A. Darrow, James A. Mulholland
Ann. Appl. Stat. 16 (3), 1633-1652, (September 2022) DOI: 10.1214/21-AOAS1560
KEYWORDS: Bayesian variable selection, correlated weights, multivariate latent variables, pollution mixtures, reproductive health
Thomas Opitz, Haakon Bakka, Raphaël Huser, Luigi Lombardo
Ann. Appl. Stat. 16 (3), 1653-1675, (September 2022) DOI: 10.1214/21-AOAS1561 Open Access
KEYWORDS: integrated nested Laplace approximation (INLA), landslide, log-Gaussian Cox process, model complexity, space-varying regression, triggering event
Guoqing Wang, Abhirup Datta, Martin A. Lindquist
Ann. Appl. Stat. 16 (3), 1676-1699, (September 2022) DOI: 10.1214/21-AOAS1562
KEYWORDS: functional magnetic resonance imaging, group-level analysis, registration, Bayesian methods, interindividual differences, pain
Emily C. Hector, Peter X.-K. Song
Ann. Appl. Stat. 16 (3), 1700-1717, (September 2022) DOI: 10.1214/21-AOAS1563
KEYWORDS: data integration, generalized method of moments, parallel computing, quadratic inference function, scalable computing, seemingly unrelated regression
Yunxiao Chen, Yan Lu, Irini Moustaki
Ann. Appl. Stat. 16 (3), 1718-1746, (September 2022) DOI: 10.1214/21-AOAS1564
KEYWORDS: Bayesian hierarchical model, outlier detection, False discovery rate, compound decision, test fairness, item response theory, latent class analysis
Yun Ling, Martin Lysy, Ian Seim, Jay Newby, David B. Hill, Jeremy Cribb, M. Gregory Forest
Ann. Appl. Stat. 16 (3), 1747-1773, (September 2022) DOI: 10.1214/21-AOAS1565
KEYWORDS: Single-particle tracking, subdiffusion, measurement error, high-frequency filtering
Ying Huang, Yingying Zhuang, Peter Gilbert
Ann. Appl. Stat. 16 (3), 1774-1794, (September 2022) DOI: 10.1214/21-AOAS1566
KEYWORDS: Causal inference, estimated maximum likelihood, Principal stratification, principal surrogate, sensitivity analysis, vaccine efficacy curve
Bingjie Liu, Xubo Yue, Eunshin Byon, Raed Al Kontar
Ann. Appl. Stat. 16 (3), 1795-1821, (September 2022) DOI: 10.1214/21-AOAS1567
KEYWORDS: Jensen’s wake model, stochastic optimization, variance reduction, wind energy
Yan Gong, Raphaël Huser
Ann. Appl. Stat. 16 (3), 1822-1847, (September 2022) DOI: 10.1214/21-AOAS1568 Open Access
KEYWORDS: copula model, cryptocurrency data, extreme-value theory, joint-tail modeling, tail dependence
Guido A. Moreira, Dani Gamerman
Ann. Appl. Stat. 16 (3), 1848-1867, (September 2022) DOI: 10.1214/21-AOAS1569
KEYWORDS: point process, presence-only, spatial statistics, Bayesian analysis, species distribution model
Janie Coulombe, Erica E. M. Moodie, Robert W. Platt, Christel Renoux
Ann. Appl. Stat. 16 (3), 1868-1890, (September 2022) DOI: 10.1214/21-AOAS1570
KEYWORDS: Body mass index, Causal inference, citalopram, electronic health records, fluoxetine, outcome-dependent follow-up times
Junyang Qian, Yosuke Tanigawa, Ruilin Li, Robert Tibshirani, Manuel A. Rivas, Trevor Hastie
Ann. Appl. Stat. 16 (3), 1891-1918, (September 2022) DOI: 10.1214/21-AOAS1575
KEYWORDS: Large-scale algorithm, ultrahigh-dimensional problem, Sparse regression, reduced-rank regression, polygenic risk score, UK Biobank
Philip A. White, Henry Frye, Michael F. Christensen, Alan E. Gelfand, John A. Silander
Ann. Appl. Stat. 16 (3), 1919-1936, (September 2022) DOI: 10.1214/21-AOAS1576
KEYWORDS: Environmental regressors, Functional data analysis, Heterogeneity, hierarchical model, interaction, kernel weighting, reflectance, spatial confounding
Won Chang, Bledar A. Konomi, Georgios Karagiannis, Yawen Guan, Murali Haran
Ann. Appl. Stat. 16 (3), 1937-1961, (September 2022) DOI: 10.1214/21-AOAS1577
KEYWORDS: computer model emulation, computer model calibration, semicontinuous spatial data, West Antarctic Ice Sheet, Dimension reduction
Federico Tullio, Francesco Bartolucci
Ann. Appl. Stat. 16 (3), 1962-1985, (September 2022) DOI: 10.1214/21-AOAS1578
KEYWORDS: Causal inference, expectation-maximisation algorithm, potential outcomes, weighted maximum likelihood
Falco J. Bargagli-Stoffi, Kristof De Witte, Giorgio Gnecco
Ann. Appl. Stat. 16 (3), 1986-2009, (September 2022) DOI: 10.1214/21-AOAS1579
KEYWORDS: Causal inference, instrumental variable, Heterogeneous effects, Interpretable machine learning, school funding, students’ performance
Simon Dirmeier, Niko Beerenwinkel
Ann. Appl. Stat. 16 (3), 2010-2029, (September 2022) DOI: 10.1214/21-AOAS1580 Open Access
KEYWORDS: probabilistic models, hierarchical models, Markov random fields, biological network, genetic perturbation screen, interventional data, Python, PyMC3
Gianluca Mastrantonio
Ann. Appl. Stat. 16 (3), 2030-2053, (September 2022) DOI: 10.1214/21-AOAS1584
KEYWORDS: Maremma sheepdog, step length, turning angle, CRW, BRW
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