2025
POLARIS: A High-contrast Polarimetric Imaging Benchmark Dataset for Exoplanetary Disk Representation Learning.
CoRR, June, 2025
Machine learning embedded EM algorithms for semiparametric mixture regression models.
Comput. Stat., January, 2025
2024
A new bandwidth selection method for nonparametric modal regression based on generalized hyperbolic distributions.
Comput. Stat., June, 2024
Supervised Matrix Factorization: Local Landscape Analysis and Applications.
Proceedings of the Forty-first International Conference on Machine Learning, 2024
2023
Nonparametric and Semiparametric Quantile Regression via a New MM Algorithm.
J. Comput. Graph. Stat., 2023
Exponentially Convergent Algorithms for Supervised Matrix Factorization.
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023
2022
A Fast Inter-prediction Mode Decision Algorithm for HEVC Based on Spatial-Temporal Correlation.
J. Inf. Process. Syst., 2022
Nonparametric statistical learning based on modal regression.
J. Comput. Appl. Math., 2022
Robust estimation and outlier detection for varying-coefficient models via penalized regression.
Commun. Stat. Simul. Comput., 2022
A new class of multivariate goodness of fit tests for multivariate normal mixtures.
Commun. Stat. Simul. Comput., 2022
Supervised Dictionary Learning with Auxiliary Covariates.
CoRR, 2022
Special issue on "Models and learning for clustering and Classification".
Adv. Data Anal. Classif., 2022
Editorial for ADAC issue 1 of volume 16 (2022).
Adv. Data Anal. Classif., 2022
2021
Regression estimation via information-weighted composite models with different dimensions.
Commun. Stat. Simul. Comput., 2021
2020
Pursuing Sources of Heterogeneity in Modeling Clustered Population.
CoRR, 2020
Semiparametric mixtures of regressions with single-index for model based clustering.
Adv. Data Anal. Classif., 2020
2019
Robust maximum Lq-likelihood estimation of joint mean-covariance models for longitudinal data.
J. Multivar. Anal., 2019
Hypothesis testing for finite mixture models.
Comput. Stat. Data Anal., 2019
Estimation of Behind-the-Meter Solar Generation by Integrating Physical with Statistical Models.
Proceedings of the 2019 IEEE International Conference on Communications, 2019
2017
Robust linear regression: A review and comparison.
Commun. Stat. Simul. Comput., 2017
Robust fitting of mixtures of factor analyzers using the trimmed likelihood estimator.
Commun. Stat. Simul. Comput., 2017
Relabel mixture models via modal clustering.
Commun. Stat. Simul. Comput., 2017
The robust EM-type algorithms for log-concave mixtures of regression models.
Comput. Stat. Data Anal., 2017
2016
Robust estimation of the number of components for mixtures of linear regression models.
Comput. Stat., 2016
Semiparametric mixture: Continuous scale mixture approach.
Comput. Stat. Data Anal., 2016
Mixtures of quantile regressions.
Comput. Stat. Data Anal., 2016
Mixture of functional linear models and its application to CO<sub>2</sub>-GDP functional data.
Comput. Stat. Data Anal., 2016
Maximum likelihood estimation of the mixture of log-concave densities.
Comput. Stat. Data Anal., 2016
2015
Adaptive estimation for varying coefficient models.
J. Multivar. Anal., 2015
2014
Robust mixture regression using the t-distribution.
Comput. Stat. Data Anal., 2014
Robust mixture regression model fitting by Laplace distribution.
Comput. Stat. Data Anal., 2014
2013
A Simple Solution to Bayesian Mixture Labeling.
Commun. Stat. Simul. Comput., 2013
Robust variable selection through MAVE.
Comput. Stat. Data Anal., 2013
2012
Model based labeling for mixture models.
Stat. Comput., 2012
An adaptive estimation of MAVE.
J. Multivar. Anal., 2012
Robust fitting of mixture regression models.
Comput. Stat. Data Anal., 2012
2005
Interoperability: an indispensable propellant of e-China.
Int. J. Serv. Stand., 2005