- Chen, C., Sun, Y., Euan, C. and Ombao, H. (2018), "Clustering brain signals: A robust approach using functional data ranking," under review.

- Krupskiy, P., Harrou, F., Amanda S. Hering and Sun, Y. (2018), "Copula-based monitoring schemes for non-Gaussian multivariate processes," in revision.

- Huang, H. and Sun, Y. (2018), "Total variation depth and its decomposition for outlier detection in functional data," in revision.

- Euan, C., Sun, Y. and Ombao, H. (2018), "Coherence-based time series clustering for brain connectivity visualization," in revision.

- Tang, Y., Wang, H., Sun, Y. and Hering, A. S. (2018), "Copula-based semiparametric model for spatio-temporal data," in revision.

- Euan, C. and Sun, Y. (2018), "Directional spectra-based clustering for visualizing patterns of ocean waves and winds," in revision.

- Li, Y. and Sun, Y. (2018), "Local likelihood estimation for nonstationary covariance functions with applications to climate model emulation," Statistica Sinica, to appear.

- Maadooliat, M. Sun, Y. and Chen, T. (2018), "Collective nonparametric spectral density estimation and clustering," Statistics in Medicine, to appear.

- Abdulah, S., Ltaief, H., Sun, Y., Genton, M. G., and Keyes, D. E. (2018), "ExaGeoStat: A high performance unified software for geostatistics on manycore systems,"
*IEEE Transactions on Parallel and Distributed Systems*, to appear. (ExaGeoStat, ExaGeoStat-R, Documentation)

- Sun, Y., Chang, X. and Guan, Y. (2018), "Flexible and efficient estimating equations for variogram estimation,"
*Computational Statistics and Data Analysis*, 122, 45-58.

- Castruccio, S., Genton, M. G. and Sun, Y. (2018), "Visualising spatio-temporal models with virtual reality: from fully immersive environments to apps in stereoscopic view,"
*Journal of the Royal Statistical Society-Series A*, to appear. (to be read before the Royal Statistical Society)

- Huang, H. and Sun, Y. (2018), "Hierarchical low rank approximation of likelihoods for large spatial datasets,"
*Journal of Computational and Graphical Statistics*, 27:1, 110-118. (KAUST Discovery Highlight)

- Cheng, T., Harrou, F., Leiknes, T., and Sun, Y. (2018). Monitoring Influent Measurements at Water Resource Recovery Facility Using Data-Driven Soft Sensor Approach,
*IEEE Sensors Journal*, To appear.

- Harrou, F., Khaldi, B., Sun, Y., and Cherif, F. (2018). Monitoring robotic swarm systems under noisy conditions using an effective fault detection strategy,
*IEEE Sensors Journal*, To appear.

- Harrou, F., Dairi, A., Sun, Y., and Senouci, M. (2018). Statistical monitoring of a wastewater treatment plant: A case study.
*Journal of environmental management*, 223, 807-814.

- Zerrouki, N., Harrou, F., Sun, Y., and Houacine, A. (2018). Vision-based Human Action Classification Using Adaptive Boosting Algorithm.
*IEEE Sensors Journal*, 18(12), 5115-5121.

- Zerrouki, N., Harrou, F., and Sun, Y. (2018). Statistical Monitoring of Changes to Land Cover.
*IEEE Geoscience and Remote Sensing Letters*, 15(6), 927-931.

- Harrou, F., Dairi, A., Sun, Y., and Kadri, F. (2018). Detecting Abnormal Ozone Measurements With a Deep Learning-Based Strategy.
*IEEE Sensors Journal*, 18(17), 7222-7232.

- Dairi, A., Harrou, F., Senouci, M., and Sun, Y. (2018). Unsupervised obstacle detection in driving environments using deep-learning-based stereovision.
*Robotics and Autonomous Systems*, 100, 287-301.

- Harrou, F., Sun, Y., Madakyaru, M., and Bouyedou, B. (2018). An improved multivariate chart using partial least squares with continuous ranked probability score.
*IEEE Sensors Journal*, 18(16), 6715-6726.

- Dairi, A., Harrou, F., Sun, Y., and Senouci, M. (2018). Obstacle Detection for Intelligent Transportation Systems Using Deep Stacked Autoencoder and k-Nearest Neighbor Scheme.
*IEEE Sensors Journal*, 18(12), 5122-5132.

- Zeroual, A., Harrou, F., Sun, Y., and Messai, N. (2018). Integrating Model-Based Observer and Kullback–Leibler Metric for Estimating and Detecting Road Traffic Congestion.
*IEEE Sensors Journal*, 18(20), 8605-8616.

- Khaldi, B., Harrou, F., Cherif, F., and Sun, Y. (2018). Self-organization in aggregating robot swarms: A DW-kNN topological approach.
*Biosystems*, 165, 106-121.

- , F., Sun, Y., Taghezouit, B., Saidi, A., and Hamlati, M. E. (2018). Reliable fault detection and diagnosis of photovoltaic systems based on statistical monitoring approaches.
* Renewable Energy*, 116, 22-37.

- Dairi, A., Harrou, F., Senouci, M., and Sun, Y. (2018) "Unsupervised obstacle detection in driving environments using deep-learning-based stereovision,"
* Robotics and Autonomous Systems **Sensing, *100, 287-301.

- Yin, G., McCabe, M. F., Mariethoz, G. and Sun, Y. (2017), "Comparison of gap-filling methods for Landsat 7 ETM+ SLC-off imagery,"
* International Journal of Remote **Sensing, *38(23), 6653-6679.

- Huang, H. and Sun, Y. (2017), "Visualization and assessment of spatio-temporal covariance properties,"
*Spatial Statistics*, to appear. (KAUST Discovery Highlight)

- Meng, R., Saade, S., Berger. B, Brien, C., Kurtek, S., Tester, M. and Sun, Y. (2017), "Growth curve registration for evaluating salinity tolerance in barley,"
*Plant Methods*, 13-18.

- Xie, W., Kurtek, S., Bharath, K. and Sun, Y. (2017), "A Geometric approach to visualization of variability in functional data,"
*Journal of the American Statistical Association*, 112:519, 979-993. (supplementary materials) (KAUST Discovery Highlight)

- Khaldi, B., Harrou, F., Cherifa, F. and Sun, Y. (2017), "Monitoring a robot swarm using a data-driven fault detection approach,"
*Robotics and Autonomous Systems*, to appear. (KAUST Discovery Highlight)

- Sun, Y., Hering, A. S. and Browning, J. M. (2017), "Robust bivariate error detection in skewed data with application to historical radiosonde winds,"
*Environmetrics *, 28, e2431 . (KAUST Discovery Highlight)

- Garoudja, E., Harrou, F., Sun, Y., Kara, K., Chouder, A. and Silvestre. S. (2017), "Statistical fault detection in photovoltaic systems,"
*Solar Energy*, 150, 485-499.

- Madakyaru, M., Harrou, F. and Sun, Y. (2017), "Improved data-based fault detection strategy and application to distillation columns,"
*Process Safety and Environmental Protection*, 107, 22-34.

- Harrou, F., Sun, Y. and Madakyaru, M. (2016), "Kullback-Leibler distance-based enhanced detection of incipient anomalies,"
*Journal of Loss Prevention in the Process Industries*, 44, 73-87.

- Harrou, F., and Sun, Y. (2016), "Statistical monitoring of linear antenna arrays,"
*Engineering Science and Technology, an International Journal*, 19, 1781-1787. (KAUST Discovery Highlight)

- Zerrouki, N., Harrou, F. Sun, Y. and Houacine, A. (2016), "Accelerometer and camera-based strategy for improved human fall detection,"
*Journal of Medical Systems *, 40: 284. (KAUST Discovery Highlight)

- Harrou, F., Madakyaru, M., Sun, Y. and Khadraoui, S. (2016), "Improved detection of incipient anomalies via multivariate memory monitoring charts: application to an air flow heating system,"
*Applied Thermal Engineering*, 109, 65-74. (KAUST Discovery Highlight)

- Sun, Y. and Stein, M. L. (2016), "Statistically and computationally efficient estimating equations for large spatial datasets,"
*Journal of Computational and Graphical Statistics*, 25, 187-208.

- Sun, Y., Wang, H. and Fuentes, M. (2016), "Fused adaptive Lasso for spatial and temporal quantile function estimation,"
* Technometrics*, 58, 127-137. (supplementary materials)

- Harrou, F., Kadri, F., Khadraoui, S. and Sun, Y. (2016), "Ozone measurements monitoring using data-based approach,"
*Process Safety and Environmental Protection*, 100, 220-231. (KAUST Discovery Highlight)

- Harrou, F., Sun, Y. and Khadraoui, S. (2016), "Amalgamation of anomaly-detection indices for enhanced process monitoring,"
*Journal of Loss Prevention in the Process Industries*, 40, 365-377.

- Kadri, F., Harrou, F., Chaabane, S., Sun, Y. and Tahon, C. (2016), "Seasonal ARMA-based SPC charts for anomaly detection: application to emergency department systems,"
* Neurocomputing*, 173, 2102-2114.

- Sun, Y. and Stein, M. L. (2015), "A stochastic space-time model for intermittent precipitation occurrences,"
* Annals of Applied Statistics*, 9, 2110-2132. (KAUST Discovery Highlight)

- Ngo, D., Sun, Y., Genton, M. G., Wu, J., Srinivasan, R., Cramer, S. and Ombao, H. (2015), "An exploratory data analysis of electroencephalograms using the functional boxplots approach,"
* Frontiers in Neuroscience*, 9, Article 282, 1-18. (KAUST Discovery Highlight)

- Harrou, F., Kadri, F., Chaabane, S., Tahon, C. and Sun, Y. (2015), "Improved principal component analysis for anomaly detection: application to an emergency department,"
* Computers & Industrial Engineering*, 88, 63-77.

- Dupuis, D. J., Sun, Y. and Wang, H. (2015), "Detecting change-points in extremes, "
*Statistics** And Its Interface*, 8, 19-31.

- Genton, M. G., Castruccio, S., Crippa, P., Dutta, S., Huser, R., Sun, Y. and Vettori, S. (2015), "Visuanimation in statistics,"
*Stat*, 4, 81-96.

- Sun, Y., Bowman, K. P., Genton, M. G., and Tokay, A. (2015), "A Matern model of the spatial covariance structure of point rain rates,"
*Stochastic Environmental Research and Risk Assessment*, 29, 411-416.

- Lopez-Pintado, S., Sun, Y., Lin, J. K., and Genton, M. G. (2014), "Simplicial band depth for multivariate functional data, "
*Advances in Data Analysis and Classification*, 8, 321-338.

- Genton, M. G., Johnson, C., Potter, K., Stenchikov, G., and Sun, Y. (2014), "Surface boxplots,"
*Stat*, 3, 1-11.

Surface boxplot software: Installation.

Movie: sbplot .

- Sun, Y., Hart, J. D. and Genton, M. G. (2013), "Improved nonparametric inference for multiple correlated periodic sequences,"
*Stat*, 2, 197-210.

- Apanasovich, T. V., Genton, M. G. and Sun, Y. (2012), "A valid Matern class of cross-covariance functions for multivariate random fields with any number of components, "
*Journal** of the American Statistical Association*, 107, 180-193.

- Cooley, D., Cisewski, J., Erhardt, R. J., Jeon, S., Mannshardt, E., Omolo B. O. and Sun, Y. (2012), "A survey of spatial extremes: measuring spatial dependence and modeling spatial effects,"
*REVSTAT*, 10, 135-165.

- Sun, Y. and Genton, M. G. (2012), "Functional median polish,"
*Journal of Agricultural, Biological, and Environmental Statistics*, 17, 354-376.

- Sun, Y. and Genton, M. G. (2012), "Adjusted functional boxplots for spatio-temporal data visualization and outlier detection,"
*Environmetrics*, 23, 54-64

- Sun, Y., Genton, M. G. and Nychka, D. (2012), "Exact fast computation of band depth for large functional datasets: How quickly can one million curves be ranked?"
*Stat*, 1, 68-74.

- Sun, Y., Hart, J. D. and Genton, M. G. (2012), "Nonparametric inference for periodic sequences,"
*Technometrics*, 54, 83-96.

(ENVR Workshop Student Poster Competition Winner)

R code: (CVmethod, applications).

- Sun, Y., Li, B. and Genton, M. G. (2012), "Geostatistics for large datasets, " in
*Advances And Challenges In Space-time Modelling Of Natural Events*, J. M. Montero, E. Porcu, M. Schlather (eds), Springer, Vol. 207, Chapter 3, 55-77.

- Sun, Y. and Genton, M. G. (2011), "Functional boxplots,"
*Journal of Computational and Graphical Statistics*, 20, 316-334.

(ASA Student Paper Competition Winner)

R code: fbplot (fast computation), help file.

Matlab code: fbplot (fast computation) .

- Xie, Y., Zhao, K., Sun, Y. and Chen, D. (2010), "Gaussian processes for short-Term traffic volume forecasting,"
*Journal of the Transportation Research Board*, **2165**, 69-78.

(TRB Best Paper Award)

- Sun, Y. and Lu, X. (2006), "A new method in the construction of two-level fractional factorial designs,"
*Proceedings of the Fifth International Conference on Information and Management Sciences*, Chengdu, China, 512-520.