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2019

Smooth neighborhood recommender systems

Dai, B., Wang, J., Shen, X. & Qu, A., Feb 1 2019, In : Journal of Machine Learning Research. 20

Research output: Contribution to journalArticle

2 Scopus citations

Statistical analysis of complex problem-solving process data: An event history analysis approach

Chen, Y., Li, X., Liu, J. & Ying, Z., Jan 1 2019, In : Frontiers in Psychology. 10, MAR, 486.

Research output: Contribution to journalArticle

Open Access
1 Scopus citations

Testing One Hypothesis Multiple Times: The Multidimensional Case

Algeri, S. & van Dyk, D. A., Jan 1 2019, (Accepted/In press) In : Journal of Computational and Graphical Statistics.

Research output: Contribution to journalArticle

1 Scopus citations
2 Scopus citations

Univariate log-concave density estimation with symmetry or modal constraints

Doss, C. R. & Wellner, J. A., Jan 1 2019, In : Electronic Journal of Statistics. 13, 2, p. 2391-2461 71 p.

Research output: Contribution to journalArticle

Open Access
2018

A convex formulation for high-dimensional sparse sliced inverse regression

Tan, K. M., Wang, Z., Zhang, T., Liu, H. & Cook, R. D., Dec 1 2018, In : Biometrika. 105, 4, p. 769-782 14 p.

Research output: Contribution to journalArticle

1 Scopus citations

ADMM for High-Dimensional Sparse Penalized Quantile Regression

Gu, Y., Fan, J., Kong, L., Ma, S. & Zou, H., Jul 3 2018, In : Technometrics. 60, 3, p. 319-331 13 p.

Research output: Contribution to journalArticle

7 Scopus citations

A multilevel approach towards unbiased sampling of random elliptic partial differential equations

Li, X., Liu, J. & Xu, S., Dec 1 2018, In : Advances in Applied Probability. 50, 4, p. 1007-1031 25 p.

Research output: Contribution to journalArticle

1 Scopus citations

An alternative robust estimator of average treatment effect in causal inference

Liu, J., Ma, Y. & Wang, L., Sep 2018, In : Biometrics. 74, 3, p. 910-923 14 p.

Research output: Contribution to journalArticle

1 Scopus citations

A noninformative bayesian approach for selecting a good post-stratification

Zimmerman, P. & Meeden, G., Jan 1 2018, In : Electronic Journal of Statistics. 12, 2, p. 2515-2536 22 p.

Research output: Contribution to journalArticle

Another look at distance-weighted discrimination

Wang, B. & Zou, H., Jan 2018, In : Journal of the Royal Statistical Society. Series B: Statistical Methodology. 80, 1, p. 177-198 22 p.

Research output: Contribution to journalArticle

8 Scopus citations

Applications of Peter Hall's martingale limit theory to estimating and testing high dimensional covariance matrices

Li, D., Xue, L. & Zou, H., Oct 2018, In : Statistica Sinica. 28, 4, p. 2657-2670 14 p.

Research output: Contribution to journalArticle

1 Scopus citations

A Selective Overview of Sparse Principal Component Analysis

Zou, H. & Xue, L., Aug 2018, In : Proceedings of the IEEE. 106, 8, p. 1311-1320 10 p., 8412518.

Research output: Contribution to journalArticle

10 Scopus citations

A study of two high-dimensional likelihood ratio tests under alternative hypotheses

Chen, H. & Jiang, T., Jan 1 2018, In : Random Matrices: Theory and Application. 7, 1, 1750016.

Research output: Contribution to journalArticle

4 Scopus citations

A Two-Stage Approach to Differentiating Normal and Aberrant Behavior in Computer Based Testing

Wang, C., Xu, G. & Shang, Z., Mar 1 2018, In : Psychometrika. 83, 1, p. 223-254 32 p.

Research output: Contribution to journalArticle

16 Scopus citations

Bandwidth selection for kernel density estimators of multivariate level sets and highest density regions

Doss, C. R. & Weng, G., Jan 1 2018, In : Electronic Journal of Statistics. 12, 2, p. 4313-4376 64 p.

Research output: Contribution to journalArticle

Open Access
2 Scopus citations

Bayesian spatiotemporal modeling using hierarchical spatial priors, with applications to functional magnetic resonance imaging (with discussion)

Bezener, M., Hughes, J. & Jones, G., Jan 1 2018, In : Bayesian Analysis. 13, 4, p. 1261-1313 53 p.

Research output: Contribution to journalArticle

Open Access
1 Scopus citations

Big data and partial least-squares prediction

Cook, R. D. & Forzani, L., Mar 2018, In : Canadian Journal of Statistics. 46, 1, p. 62-78 17 p.

Research output: Contribution to journalArticle

5 Scopus citations

Bridging AIC and BIC: A New Criterion for Autoregression

Ding, J., Tarokh, V. & Yang, Y., Jun 2018, In : IEEE Transactions on Information Theory. 64, 6, p. 4024-4043 20 p.

Research output: Contribution to journalArticle

8 Scopus citations

Chernoff index for cox test of separate parametric families

Li, X., Liu, J. & Ying, Z., Feb 2018, In : Annals of Statistics. 46, 1, p. 1-29 29 p.

Research output: Contribution to journalArticle

1 Scopus citations

Convergence Analysis of MCMC Algorithms for Bayesian Multivariate Linear Regression with Non-Gaussian Errors

Hobert, J. P., Jung, Y. J., Khare, K. & Qin, Q., Sep 2018, In : Scandinavian Journal of Statistics. 45, 3, p. 513-533 21 p.

Research output: Contribution to journalArticle

1 Scopus citations

Fast envelope algorithms

Dennis Cook, R. & Zhang, X., Jul 2018, In : Statistica Sinica. 28, 3, p. 1179-1197 19 p.

Research output: Contribution to journalArticle

5 Scopus citations

Flexible Expectile Regression in Reproducing Kernel Hilbert Spaces

Yang, Y., Zhang, T. & Zou, H., Jan 2 2018, In : Technometrics. 60, 1, p. 26-35 10 p.

Research output: Contribution to journalArticle

4 Scopus citations
5 Scopus citations

Inference for a two-component mixture of symmetric distributions under log-concavity

Balabdaoui, F. & Doss, C. R., May 2018, In : Bernoulli. 24, 2, p. 1053-1071 19 p.

Research output: Contribution to journalArticle

7 Scopus citations

Insurance Premium Prediction via Gradient Tree-Boosted Tweedie Compound Poisson Models

Yang, Y., Qian, W. & Zou, H., Jul 3 2018, In : Journal of Business and Economic Statistics. 36, 3, p. 456-470 15 p.

Research output: Contribution to journalArticle

7 Scopus citations

Low prevalence of diabetes distress following total pancreatectomy with islet autotransplantation

Lane, A., Hodges, J. S., Ptacek, P., Louise Berry, K., Beilman, G. J., Dunn, T. B., Pruett, T. L., Chinnakotla, S., Kuzmak, B. R. & Bellin, M. D., May 2018, In : Clinical Transplantation. 32, 5, e13237.

Research output: Contribution to journalArticle

Matrix variate regressions and envelope models

Ding, S. & Dennis Cook, R., Mar 2018, In : Journal of the Royal Statistical Society. Series B: Statistical Methodology. 80, 2, p. 387-408 22 p.

Research output: Contribution to journalArticle

7 Scopus citations

Model Selection Techniques: An Overview

Ding, J., Tarokh, V. & Yang, Y., Nov 2018, In : IEEE Signal Processing Magazine. 35, 6, p. 16-34 19 p., 8498082.

Research output: Contribution to journalArticle

9 Scopus citations

Moderate deviation for random elliptic PDE with small noise

Li, X., Liu, J., Lu, J. & Zhou, X., Oct 2018, In : Annals of Applied Probability. 28, 5, p. 2781-2813 33 p.

Research output: Contribution to journalArticle

Multilayer tensor factorization with applications to recommender systems

Bi, X., Qu, A. & Shen, X., Jan 1 2018, In : Annals of Statistics. 46, 6B, p. 3308-3333 26 p.

Research output: Contribution to journalArticle

2 Scopus citations

New semiparametric method for predicting high-cost patients

Maidman, A. & Wang, L., Sep 2018, In : Biometrics. 74, 3, p. 1104-1111 8 p.

Research output: Contribution to journalArticle

Non-convex penalized multitask regression using data depth-based penalties

Majumdar, S. & Chatterjee, S., Jan 1 2018, In : Stat. 7, 1, e174.

Research output: Contribution to journalArticle

No neurocognitive advantage for immediate antiretroviral treatment in adults with greater than 500 CD4+ T-cell counts

Wright, E. J., Grund, B., Robertson, K. R., Cysique, L., Brew, B. J., Collins, G. L., Poehlman-Roediger, M., Vjecha, M. J., Penalva De Oliveira, A. C., Standridge, B., Carey, C., Avihingsanon, A., Florence, E., Lundgren, J. D., Arenas-Pinto, A., Mueller, N. J., Winston, A., Nsubuga, M. S., Lal, L. & Price, R. W., May 15 2018, In : AIDS. 32, 8, p. 985-997 13 p.

Research output: Contribution to journalArticle

Open Access
2 Scopus citations

On Being Bayes and Unbiasedness: Bayes and Unbiasedness

Noorbaloochi, S. & Meeden, G., Jan 1 2018, In : Sankhya A. p. 1-16 16 p.

Research output: Contribution to journalArticle

1 Scopus citations

Online Learning for Multimodal Data Fusion with Application to Object Recognition

Shahrampour, S., Noshad, M., Ding, J. & Tarokh, V., Sep 2018, In : IEEE Transactions on Circuits and Systems II: Express Briefs. 65, 9, p. 1259-1263 5 p., 8039518.

Research output: Contribution to journalArticle

2 Scopus citations

Principal Components, Sufficient Dimension Reduction, and Envelopes

Cook, R. D., Mar 7 2018, In : Annual Review of Statistics and Its Application. 5, p. 533-559 27 p.

Research output: Contribution to journalArticle

3 Scopus citations

Quantile-Optimal Treatment Regimes

Wang, L., Zhou, Y., Song, R. & Sherwood, B., Jul 3 2018, In : Journal of the American Statistical Association. 113, 523, p. 1243-1254 12 p.

Research output: Contribution to journalArticle

2 Scopus citations

Risk of suicidal behavior with use of efavirenz: Results from the strategic timing of antiretroviral treatment trial

Arenas-Pinto, A., Grund, B., Sharma, S., Martinez, E., Cummins, N., Fox, J., Klingman, K. L., Sedlacek, D., Collins, S., Flynn, P. M., Chasanov, W. M., Kedem, E., Katlama, C., Sierra-Madero, J., Afonso, C., Brouwers, P. & Cooper, D. A., Jul 18 2018, In : Clinical Infectious Diseases. 67, 3, p. 420-429 10 p.

Research output: Contribution to journalArticle

Open Access
6 Scopus citations

Robust Measurement via A Fused Latent and Graphical Item Response Theory Model

Chen, Y., Li, X., Liu, J. & Ying, Z., Sep 1 2018, In : Psychometrika. 83, 3, p. 538-562 25 p.

Research output: Contribution to journalArticle

3 Scopus citations

Semiparametric estimation with data missing not at random using an instrumental variable

Sun, B. L., Liu, L., Miao, W., Wirth, K., Robins, J. & Tchetgen, E. J., Oct 2018, In : Statistica Sinica. 28, 4, p. 1965-1983 19 p.

Research output: Contribution to journalArticle

3 Scopus citations

Shrinking characteristics of precision matrix estimators

Molstad, A. J. & Rothman, A. J., Jan 1 2018, In : Biometrika. 105, 3, p. 563-674 112 p.

Research output: Contribution to journalArticle

Sparse concordance-assisted learning for optimal treatment decision

Liang, S., Lu, W., Song, R. & Wang, L., Apr 1 2018, In : Journal of Machine Learning Research. 18, p. 1-26 26 p.

Research output: Contribution to journalArticle

Sparse generalized eigenvalue problem: optimal statistical rates via truncated Rayleigh flow

Tan, K. M., Wang, Z., Liu, H. & Zhang, T., Nov 2018, In : Journal of the Royal Statistical Society. Series B: Statistical Methodology. 80, 5, p. 1057-1086 30 p.

Research output: Contribution to journalArticle

2 Scopus citations

Sparsity Oriented Importance Learning for High-Dimensional Linear Regression

Ye, C., Yang, Y. & Yang, Y., Oct 2 2018, In : Journal of the American Statistical Association. 113, 524, p. 1797-1812 16 p.

Research output: Contribution to journalArticle

2 Scopus citations

Strong consistency of multivariate spectral variance estimators in Markov chain Monte Carlo

Vats, D., Flegal, J. M. & Jones, G., Aug 2018, In : Bernoulli. 24, 3, p. 1860-1909 50 p.

Research output: Contribution to journalArticle

5 Scopus citations

Trace-class Monte Carlo Markov chains for Bayesian multivariate linear regression with non-Gaussian errors

Qin, Q. & Hobert, J. P., Jul 2018, In : Journal of Multivariate Analysis. 166, p. 335-345 11 p.

Research output: Contribution to journalArticle

3 Scopus citations

Uniformly efficient simulation for extremes of Gaussian random fields

Li, X. & Xu, G., Mar 1 2018, In : Journal of Applied Probability. 55, 1, p. 157-178 22 p.

Research output: Contribution to journalArticle

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