VOL. 12 · NO. 4 | December 2018
 
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Frontmatter
Ann. Appl. Stat. 12 (4), (December 2018)
No abstract available
Ann. Appl. Stat. 12 (4), (December 2018)
No abstract available
Articles
Serge Guillas, Andria Sarri, Simon J. Day, Xiaoyu Liu, Frederic Dias
Ann. Appl. Stat. 12 (4), 2023-2053, (December 2018) DOI: 10.1214/18-AOAS1142
KEYWORDS: uncertainty quantification, emulation, tsunami modelling, sensitivity analysis, Functional data analysis
Antonio R. Linero, Jonathan R. Bradley, Apurva Desai
Ann. Appl. Stat. 12 (4), 2054-2074, (December 2018) DOI: 10.1214/18-AOAS1143
KEYWORDS: Bayesian hierarchichal model, Data augmentation, nonparametric Bayes, ordinal data, spatial prediction
Jonathon J. O’Brien, Harsha P. Gunawardena, Joao A. Paulo, Xian Chen, Joseph G. Ibrahim, Steven P. Gygi, Bahjat F. Qaqish
Ann. Appl. Stat. 12 (4), 2075-2095, (December 2018) DOI: 10.1214/18-AOAS1144
KEYWORDS: Data dependent analysis, estimable contrasts, selection model, Bayesian inference, imputation, interval coverage
Youngdeok Hwang, Siyuan Lu, Jae-Kwang Kim
Ann. Appl. Stat. 12 (4), 2096-2120, (December 2018) DOI: 10.1214/18-AOAS1145
KEYWORDS: Big data prediction, large-scale monitoring data, multilevel model, physics models, solar power generation
Lydia T. Liu, Edgar Dobriban, Amit Singer
Ann. Appl. Stat. 12 (4), 2121-2150, (December 2018) DOI: 10.1214/18-AOAS1146
KEYWORDS: Denoising, shrinkage, XFEL imaging, Random matrix theory
Peng Ding, Luke Keele
Ann. Appl. Stat. 12 (4), 2151-2174, (December 2018) DOI: 10.1214/18-AOAS1147
KEYWORDS: Fisher randomization test, clustered randomization, model checking, rank statistic, Tobit model
Feng Chen, Wai Hong Tan
Ann. Appl. Stat. 12 (4), 2175-2196, (December 2018) DOI: 10.1214/18-AOAS1148
KEYWORDS: B-spline, forecast, Hawkes process, integral equation, nonstationary self-exciting point process, popularity prediction, simulation
Meng Li, Armin Schwartzman
Ann. Appl. Stat. 12 (4), 2197-2227, (December 2018) DOI: 10.1214/18-AOAS1149
KEYWORDS: Background adjustment, PET images, tumor detection, multivariate Gaussian mixture model, outlier detection, robust EM algorithm, spatial modeling, standardized scores, tail distributions, voxelwise inference
Marko Järvenpää, Michael U. Gutmann, Aki Vehtari, Pekka Marttinen
Ann. Appl. Stat. 12 (4), 2228-2251, (December 2018) DOI: 10.1214/18-AOAS1150
KEYWORDS: Approximate Bayesian Computation, intractable likelihood, Gaussian process, input-dependent noise, Model selection
Maryclare Griffin, Krista J. Gile, Karen I. Fredricksen-Goldsen, Mark S. Handcock, Elena A. Erosheva
Ann. Appl. Stat. 12 (4), 2252-2278, (December 2018) DOI: 10.1214/18-AOAS1151
KEYWORDS: Respondent-driven sampling, hard to reach populations, social networks, aggregated egocentric sample data, network sampling
Shawn Mankad, Shengli Hu, Anandasivam Gopal
Ann. Appl. Stat. 12 (4), 2279-2311, (December 2018) DOI: 10.1214/18-AOAS1152
KEYWORDS: Mobile apps, online reviews, text analysis, topic modeling, matrix factorization
Paul R. Rosenbaum
Ann. Appl. Stat. 12 (4), 2312-2334, (December 2018) DOI: 10.1214/18-AOAS1153
KEYWORDS: Causal inference, covariance adjustment, observational study, Randomization inference, sensitivity analysis, stratification
Baqun Zhang, Min Zhang
Ann. Appl. Stat. 12 (4), 2335-2358, (December 2018) DOI: 10.1214/18-AOAS1154
KEYWORDS: C-learning, ‎classification‎, High-dimensional data, misclassification error, Personalized medicine, dynamic treatment regime, Variable selection
Heping Zhang, Dungang Liu, Jiwei Zhao, Xuan Bi
Ann. Appl. Stat. 12 (4), 2359-2378, (December 2018) DOI: 10.1214/18-AOAS1156
KEYWORDS: Comorbidity, association, EM algorithm, latent variable, ordinal outcome
Malte Nalenz, Mattias Villani
Ann. Appl. Stat. 12 (4), 2379-2408, (December 2018) DOI: 10.1214/18-AOAS1157
KEYWORDS: Nonlinear regression, ‎classification‎, decision trees, Bayesian, prediction, MCMC, interpretation
Arman Sabbaghi, Qiang Huang
Ann. Appl. Stat. 12 (4), 2409-2429, (December 2018) DOI: 10.1214/18-AOAS1158
KEYWORDS: 3D printing, Bayesian learning, transfer learning
Ashley Petersen, Noah Simon, Daniela Witten
Ann. Appl. Stat. 12 (4), 2430-2456, (December 2018) DOI: 10.1214/18-AOAS1159
KEYWORDS: Calcium imaging, cell sorting, dictionary learning, neuron identification, segmentation, clustering, sparse group lasso
Sean Jewell, Daniela Witten
Ann. Appl. Stat. 12 (4), 2457-2482, (December 2018) DOI: 10.1214/18-AOAS1162
KEYWORDS: neuroscience, Calcium imaging, Changepoint detection, dynamic programming
Michael J. Lopez, Gregory J. Matthews, Benjamin S. Baumer
Ann. Appl. Stat. 12 (4), 2483-2516, (December 2018) DOI: 10.1214/18-AOAS1165
KEYWORDS: Sports analytics, Bayesian modeling, competitive balance, MCMC
Eric Schmitt, Christopher Tull, Patrick Atwater
Ann. Appl. Stat. 12 (4), 2517-2539, (December 2018) DOI: 10.1214/18-AOAS1166
KEYWORDS: Drought, water conservation, Meta-analysis, time series
Duncan Lee
Ann. Appl. Stat. 12 (4), 2540-2558, (December 2018) DOI: 10.1214/18-AOAS1167
KEYWORDS: Air pollution, bivariate spatiotemporal modelling, process-convolution models, respiratory medication rates
Roberto Casarin, Claudia Foroni, Massimiliano Marcellino, Francesco Ravazzolo
Ann. Appl. Stat. 12 (4), 2559-2586, (December 2018) DOI: 10.1214/18-AOAS1168
KEYWORDS: Dynamic panel models, econometrics, mixed-frequency, Markov-switching, Bayesian inference, Markov chain Monte Carlo
Miao Yuan, Cheng Yong Tang, Yili Hong, Jian Yang
Ann. Appl. Stat. 12 (4), 2587-2617, (December 2018) DOI: 10.1214/18-AOAS1170
KEYWORDS: competing risks, corporate default probability, EM algorithm, dynamic factor model, high-dimensional time series, prediction interval
Ba Chu, Kim Huynh, David Jacho-Chávez, Oleksiy Kryvtsov
Ann. Appl. Stat. 12 (4), 2618-2646, (December 2018) DOI: 10.1214/18-AOAS1172
KEYWORDS: Consumer price distributions, nonparametric methods, Functional Principal Component Analysis (FPCA), stratified random sampling, Strong mixing
Ashkan Ertefaie, Anh Nguyen, David J. Harding, Jeffrey D. Morenoff, Wei Yang
Ann. Appl. Stat. 12 (4), 2647-2673, (December 2018) DOI: 10.1214/18-AOAS1174
KEYWORDS: instrumental variables, survival time, test statistics, two-stage least squares, unmeasured confounders
Julien Chiquet, Mahendra Mariadassou, Stéphane Robin
Ann. Appl. Stat. 12 (4), 2674-2698, (December 2018) DOI: 10.1214/18-AOAS1177
KEYWORDS: Probabilistic PCA, Poisson-lognormal model, count data, variational inference
Amit Sharma, Jake M. Hofman, Duncan J. Watts
Ann. Appl. Stat. 12 (4), 2699-2733, (December 2018) DOI: 10.1214/18-AOAS1179
KEYWORDS: Causal inference, data mining, causal graphical model, natural experiment, recommendation systems
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