**Book:**

Genton, M. G. (2004), Skew-Elliptical Distributions and Their Applications: A Journey Beyond Normality

Edited Volume, Chapman & Hall / CRC, Boca Raton, FL, 416 pp.

Surface Boxplots (zipped file)

2018

**[217]** Arellano-Valle, R. B., Ferreira, C. S., and Genton, M. G. (2018), "Scale and shape mixtures of multivariate skew-normal distributions," *Journal of Multivariate Analysis*, **166**, 98-110.

**[216]** Castruccio, S., and Genton, M. G. (2018), "Principles for statistical inference on big spatio-temporal data from climate models," *Statistics and Probability Letters*, **136C**, 92-96.

**[215]** 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)

**[214]** Castruccio, S., Ombao, H., and Genton, M. G. (2018), "A scalable multi-resolution spatio-temporal model for brain activation and connectivity in fMRI data," *Biometrics*, to appear.

**[213]** Chen, W., Castruccio, S., Genton, M. G., and Crippa, P. (2018), "Current and future estimates of wind energy potential over Saudi Arabia," *Journal of Geophysical Research - Atmospheres*, to appear.

**[212]** Dai, W., and Genton, M. G. (2018), "Multivariate functional data visualization and outlier detection," *Journal of Computational and Graphical Statistics*, to appear.

**[211]** Dai, W., and Genton, M. G. (2018), "Directional outlyingness for multivariate functional data," *Computational Statistics and Data Analysis*, to appear.

**[210]** Dai, W., and Genton, M. G. (2018), "An outlyingness matrix for multivariate functional data classification," *Statistica Sinica*, to appear.

**[209]** Genton, M. G., and Jeong, J. (2018), discussion of "Mission CO2ntrol: A statistical scientist's role in remote sensing of atmospheric carbon dioxide," by N. Cressie, *Journal of the American Statistical Association,* **113**, 176-178.

**[208]** Genton, M. G., Keyes, D. E., and Turkiyyah, G. (2018), "Hierarchical decompositions for the computation of high-dimensional multivariate normal probabilities," *Journal of Computational and Graphical Statistics,* to appear.

**[207]** Jeong, J., Castruccio, S., Crippa, P., and Genton, M. G. (2018), "Reducing storage of global wind ensembles with stochastic generators," *Annals of Applied Statistics,* **12**, 490-509.

**[206]** Krupskii, P., and Genton, M. G. (2018), "Linear factor copula models and their properties," *Scandinavian Journal of Statistics*, to appear.

**[205]** Krupskii, P., Huser, R., and Genton, M. G. (2018), "Factor copula models for replicated spatial data," *Journal of the American **Statistical Association*, **113**, 467-479.

**[204]** Krupskii, P., Joe, H., Lee, D., and Genton, M. G. (2018), "Extreme-value limit of the convolution of exponential and multivariate normal distributions: Link to the Huesler-Reiss distribution," *Journal of Multivariate Analysis*, **163**, 80-95.

[**203**] Vettori, S., Huser, R., and Genton, M. G. (2018), "A comparison of dependence function estimators in multivariate extremes,"* **Statistics and Computing*, **28**, 525-538.

**[202]** Yan, Y., and Genton, M. G. (2018), "Non-Gaussian autoregressive processes with Tukey *g*-and-*h* transformations," *Environmetrics*, to appear.

**[201]** Yan, Y., and Genton, M. G. (2018), "Gaussian likelihood inference on data from trans-Gaussian random fields with Matern covariance function," *Environmetrics*, **29**:e2503.

2017

**[200]** Dutta, S., and Genton, M. G. (2017), "Depth-weighted robust multivariate regression with application to sparse data," *The Canadian Journal of **Statistics*, **45**, 164-184.

**[199]** Genton, M. G., and Hering, A. (2017), discussion of "Spatiotemporal models for skewed processes," by A. Schmidt, K. Goncalves, P. Velozo, *Environmetrics*, **28**:e2430.

**[198]** Ghosh, S., Dutta, S., and Genton, M. G. (2017), "A note on inconsistent families of discrete multivariate distributions,"* Journal of **Statistical Distributions and Applications*, **4**, 7.

**[197]** Jeong, J., Jun, M., and Genton, M. G. (2017), "Spherical process models for global spatial statistics,"* **Statistical Science*, **32**, 501-513.

**[196]** Krupskii, P., and Genton, M. G. (2017), "Factor copula models for data with spatio-temporal dependence," *Spatial **Statistics*, **22**, 180-195.

**[195]** Xu, G., and Genton, M. G. (2017), "Tukey *g*-and-*h* random fields," *Journal of the American Statistical Association*, **112**, 1236-1249. (Supplementary Material)

2016

**[194]** Azzalini, A., Browne, R. P., Genton, M. G., and McNicholas, P. D. (2016), "On the nomenclature for, and the relative merits of, two formulations of skew distributions," *Statistics and Probability Letters*, **110**, 201-206.

**[193]** Ben Taieb, S., Huser, R., Hyndman, R. J., and Genton, M. G. (2016), "Forecasting uncertainty in electricity smart meter data by boosting additive quantile regression," *IEEE Transactions on Smart Grid,* **7**, 2448-2455.

**[192]** Castrillon-Candas, J. E., Genton, M. G., and Yokota, R. (2016), "Multi-level restricted maximum likelihood covariance estimation and kriging for large non-gridded spatial datasets," *Spatial Statistics*, **18**, 105-124.

**[191]** Castruccio, S., and Genton, M. G. (2016), "Compressing an ensemble with statistical models: An algorithm for global 3D spatio-temporal temperature," *Technometrics*, **58**, 319-328.

**[190]** Castruccio, S., Huser, R., and Genton, M. G. (2016), "High-order composite likelihood inference for max-stable distributions and processes," *Journal of Computational and Graphical Statistics*, **25**, 1212-1229. (Online Supplement)

**[189]** Cochran, J., Hardenstine, R., Braun, C., Skomal, G., Thorrold, S., Xu, K., Genton, M. G., and Berumen, M. (2016), "Population structure of a whale shark *Rhincodon typus* aggregation in the Red Sea," *Journal of Fish Biology*, **89**, 1570-1582.

**[188]** Dai, W., Tong, T., and Genton, M. G. (2016), "Optimal estimation of derivatives in nonparametric regression," *Journal of Machine Learning Research*, **17**(164), 1-25.

**[187]** Dong, K., Pang, H., Tong, T., and Genton, M. G. (2016), "Shrinkage-based diagonal Hotelling's tests for high-dimensional small sample size data," *Journal of Multivariate Analysis*, **143**, 127-142.

**[186]** Genton, M. G., and Hall, P. (2016), "A tilting approach to ranking influence," *Journal of the Royal Statistical Society, Series B*, **78**, 77-97.

**[185]** Huser, R., Davison, A. C., and Genton, M. G. (2016), "Likelihood estimators for multivariate extremes," *Extremes*, **19**, 79-103.

**[184]** Huser, R., and Genton, M. G. (2016), "Non-stationary dependence structures for spatial extremes," *Journal of Agricultural, Biological and Environmental Statistics*, **21**, 470-491.

**[183]** Kim, H.-M., Maadooliat, M., Arellano-Valle, R. B., and Genton, M. G. (2016), "Skewed factor models using selection mechanisms," *Journal of Multivariate Analysis*, **145**, 162-177.

**[182]** Lee, M., Genton, M. G., and Jun, M. (2016), "Testing self-similarity through Lamperti transformations," *Journal of Agricultural, Biological and Environmental Statistics*, **21**, 426-447.

**[181]** Porcu, E., Bevilacqua, M., and Genton, M. G. (2016), "Spatio-temporal covariance and cross-covariance functions of the great circle distance on a sphere," *Journal of the American Statistical Association*, **111**, 888-898. (Online Supplement)

**[180]** Prihartato, P. K., Irigoien, X., Genton, M. G., and Kaartvedt, S. (2016), "Global effects of moon phase on nocturnal acoustic scattering layers," *Marine Ecology Progress Series*, **544**, 65-75.

**[179]** Rubio, F. J., and Genton, M. G. (2016), "Bayesian linear regression with skew-symmetric error distributions with applications to survival analysis," *Statistics in Medicine*, **35**, 2441-2454. (Supplementary Material)

**[178]** Xu, G., and Genton, M. G. (2016), "Tukey max-stable processes for spatial extremes," *Spatial Statistics*, **18**, 431-443.

**[177]** Zhelonkin, M., Genton, M. G., and Ronchetti, E. (2016), "Robust inference in sample selection models," *Journal of the Royal Statistical Society, Series B*, **78**, 805-827.

2015

**[176]** Azzalini, A., and Genton, M. G. (2015), discussion of "On families of distributions with shape parameters" by M. C. Jones, *International Statistical Review*, **83**, 198-202.

**[175]** Castruccio, S., and Genton, M. G. (2015), discussion of "Comparing and selecting spatial predictors using local criteria" by Jonathan R. Bradley, Noel Cressie and Tao Shi, *TEST*, **24**, 31-34.

**[174]** Chakraborty, A., De, S., Bowman, K., Sang, H., Genton, M. G., and Mallick, B. (2015), "An adaptive spatial model for precipitation data from multiple satellites over large regions," *Statistics and Computing*, **25**, 389-405.

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

**[172]** Genton, M. G., and Kleiber, W. (2015), "Cross-covariance functions for multivariate geostatistics (with discussion)," *Statistical Science*, **30**, 147-163. (discussion 1, 2, 3, 4, rejoinder)

**[171]** Genton, M. G., Padoan, S. A., and Sang, H. (2015), "Multivariate max-stable spatial processes," *Biometrika*, **102**, 215-230. (Supplementary Material)

**[170]** Goddard, S. D., Genton, M. G., Hering, A. S., and Sain, S. R. (2015), "Evaluating the impacts of climate change on diurnal wind power cycles using multiple regional climate models," *Environmetrics*, **26**, 192-201.

**[169]** Lee, G., Ding, Y., Genton, M. G., and Xie, L. (2015), "Power curve estimation with multivariate environmental factors for inland and offshore wind farms," *Journal of the American Statistical Association*, **110**, 56-67.

**[168]** Lee, G., Ding, Y., Xie, L., and Genton, M. G. (2015), "A kernel plus method for quantifying wind turbine performance upgrades," *Wind Energy*, **18**, 1207-1219.

**[167]** Lee, M., Jun, M., and Genton, M. G. (2015), "Validation of CMIP5 multimodel ensembles through the smoothness of climate variables," *Tellus A*, **67**, 23880.

**[166]** Militino, A. F., Ugarte, M. D., Goicoa, T., and Genton, M. G. (2015), "Interpolation of daily rainfall using spatiotemporal models and clustering,"* International Journal of Climatology*, **35**, 1453-1464.

**[165]** 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.

**[164]** Razafindrakoto, H. N. T., Mai, P. M., Genton, M. G., Zhang, L., and Thingbaijam, K. K. S. (2015), "Quantifying variability in earthquake rupture models using multidimensional scaling: Application to the 2011 Tohoku earthquake," *Geophysical Journal International*, **202**, 17-40.

**[163]** Roh, S., Jun, M., Szunyogh, I., and Genton, M. G. (2015), "Multivariate localization methods for ensemble Kalman filtering," *Nonlinear Processes in Geophysics*, **22**, 723-735.

**[162]** 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.

**[161]** Xu, G., and Genton, M. G. (2015), "Efficient maximum approximated likelihood inference for Tukey's *g*-and-*h* distribution," *Computational Statistics and Data Analysis*, **91**, 78-91. (Supplementary Material)

**[160]** Xu, G., Liang, F., and Genton, M. G. (2015), "A Bayesian spatio-temporal geostatistical model with an auxiliary lattice for large datasets,"* Statistica Sinica*, **25**, 61-79.

**[159]** Yan, Y., and Genton, M. G. (2015), discussion of "Multivariate functional outlier detection" by M. Hubert, P. Rousseeuw, and P. Segaert, *Statistical Methods and Applications,* **24**, 245-251.

**[158]** Zenger, K., Dutta, S., Wolff, H., Genton, M. G., and Kraus, B. (2015), "In vitro structure-toxicity relationship of chalcones in human hepatic stellate cells," *Toxicology**,* **336**, 26-33.

**[157]** Zhang, L., Mai, P. M., Thingbaijam, K. K. S., Razafindrakoto, H. N. T., and Genton, M. G. (2015), "Analysing earthquake slip models with the spatial prediction comparison test," *Geophysical Journal International*, **200**, 185-198.

2014

**[156]** Castruccio, S., and Genton, M. G. (2014), "Beyond axial symmetry: An improved class of models for global data," *Stat*, **3**, 48-55.

**[155]** Dao, A., and Genton, M. G. (2014), "A Monte Carlo adjusted goodness-of-fit test for parametric models describing spatial point patterns," *Journal of Computational and Graphical Statistics*, **23**, 497-517.

**[154]** Dutta, S., and Genton, M. G. (2014), "A non-Gaussian multivariate distribution with all lower-dimensional Gaussians and related families," *Journal of Multivariate Analysis*, **132**, 82-93.

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

**[152]** Kim, H.-M., Ryu, D., Mallick, B. K., and Genton, M. G. (2014), "Mixtures of skewed Kalman filters," *Journal of Multivariate Analysis*, **123**, 228-251.

**[151]** 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.

**[150]** Sang, H., and Genton, M. G. (2014), "Tapered composite likelihood for spatial max-stable models," *Spatial Statistics*, **8**, 86-103.

**[149]** Xie, L., Gu, Y., Zhu, X., and Genton, M. G. (2014), "Short-term spatio-temporal wind power forecast in robust look-ahead power system dispatch," *IEEE Transactions on Smart Grid*, **5**, 511-520.

**[148]** Zhu, X., Bowman, K. P., and Genton, M. G. (2014), "Incorporating geostrophic wind information for improved space-time short-term wind speed forecasting," *Annals of Applied Statistics*, **8**, 1782-1799.

**[147]** Zhu, X., Genton, M. G., Gu, Y., and Xie, L. (2014), "Space-time wind speed forecasting for improved power system dispatch (with discussion and rejoinder)," *TEST*, **23**, 1-25. (discussion 1, 2, 3, 4, rejoinder)

2013

**[146]** Arellano-Valle, R. B., Contreras-Reyes, J. E., and Genton, M. G. (2013), "Shannon entropy and mutual information for multivariate skew-elliptical distributions," *Scandinavian Journal of Statistics*, **40**, 42-62.

**[144]**
El Ghouch, A., Genton, M. G., and Bouezmarni, T. (2013), "Measuring
the discrepancy of a parametric model via local polynomial smoothing," *Scandinavian
Journal of Statistics*, **40**, 455-470.

**[143]** Kleiber, W., and Genton, M. G. (2013), "Spatially varying cross-correlation coefficients in the presence of nugget effects," *Biometrik**a*, **100**, 213-220.

**[142]** Li, B., and Genton, M. G. (2013), "Nonparametric identification of copula structures," *Journal of the American
Statistical Association*, **108**, 666-675.

**[141]** Ma, Y., Kim, M., and Genton, M. G. (2013), "Semiparametric efficient and robust estimation of an unknown symmetric population under arbitrary sample selection bias," *Journal of the American Statistical Association*, **108**, 1090-1104.

**[140]** Potgieter, C. J., and Genton, M. G. (2013), "Characteristic function based semiparametric inference for skew-symmetric models," *Scandinavian Journal of Statistics*, **40**, 471-490.

**[139]** Roh, S., Genton, M. G., Jun, M., Szunyogh, I., and Hoteit, I. (2013), "Observation quality control with a robust ensemble Kalman filter," *Monthly Weather Review*, **141**, 4414-4428.

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

**[137]** Zollanvari, A., and Genton, M. G. (2013), "On Kolmogorov asymptotics of estimators of the misclassification error rate in linear discriminant analysis," *Sankhya A*, **75**, 300-326.

2012

**[136]**
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.

**[135]**
Bliznyuk, N., Carroll, R. J., Genton, M. G., and Wang, Y. (2012), "Variogram
estimation in the presence of trend," *Statistics and
Its Interface*, **5**, 159-168.

**[134]**
Furrer, R., Genton, M. G., and Nychka, D. (2012), "Erratum
and Addendum to: “Covariance Tapering for Interpolation of Large Spatial
Datasets” published in the Journal of Computational and Graphical Statistics,
15, 502–523," *Journal of Computational and Graphical
Statistics*, **21**, 823-824.

**[133]** Genton, M. G., Kim, M., and Ma, Y. (2012), "Semiparametric location estimation under non-random sampling," *Stat*, **1**, 1-11.

**[132]**
Genton, M. G., and Zhang, H. (2012), "Identifiability
problems in some non-Gaussian spatial random fields," *Chilean
Journal of Statistics*, **3**, 171-179.

**[131]**
Irincheeva, I., Cantoni, E., and Genton, M. G. (2012), "A
non-Gaussian spatial generalized linear latent variable model," *Journal
of Agricultural, Biological, and Environmental Statistics*, **17**,
332-353.

**[130]**
Irincheeva, I., Cantoni, E., and Genton, M. G. (2012), "Generalized
linear latent variable models with flexible distribution of latent
variables," *Scandinavian Journal of Statistics*, **39**, 663-680.

**[129]**
Jun, M., and Genton, M. G. (2012), "A test
for stationarity of spatio-temporal random fields on planar and spherical
domains," *Statisti**ca Sinica*, **22**, 1737-1764.

**[128]**
Mahajan, S., North, G. R., Saravanan, R., and Genton, M. G. (2012), "Statistical
significance of trends in monthly heavy precipitation over the US," *Climate
Dynamics*, **38**, 1375-1387.

**[127]**
Marchenko, Y. V., and Genton, M. G. (2012), "A
Heckman selection-t model," *Journal of the American
Statistical Association*, **107**, 304-317.

**[126]**
Sun, Y., and Genton, M. G. (2012), "Functional
median polish," *Journal of Agricultural, Biological, and
Environmental Statistics*, **17**, 354-376.

**[125]**
Sun, Y., and Genton, M. G. (2012), "Adjusted
functional boxplots for spatio-temporal data visualization and outlier
detection," *Environmetri**cs*, **23**, 54-64.

**[124]**
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.

**[123]**
Sun, Y., Hart, J. D., and Genton, M. G. (2012), "Nonparametric
inference for periodic sequences," *Technometri**cs*,
**54**, 83-96.

**[122]**
Sun, Y., Li, B., and Genton, M. G. (2012), "Geostatistics
for large datasets," in *Space-Time Processes and Challenges
Related to Environmental Problems''*, E. Porcu, J. M. Montero, M. Schlather
(eds), Springer, Vol. 207, Chapter 3, 55-77.

**[121]**
Zhelonkin, M., Genton, M. G., and Ronchetti, E. (2012), "On the
robustness of two-stage estimators," *Statistics and
Probability Letters*, **82**, 726-732.

**[120]**
Zhu, X., and Genton, M. G. (2012), "Short-term
wind speed forecasting for power system operations," *International
Statistical Review*, **80**, 2-23.

2011

**[119]**
Furrer, R., and Genton, M. G. (2011), "Aggregation-cokriging
for highly-multivariate spatial data," *Biometrik**a*, **98**,
615-631.

**[118]**
Genton, M. G. (2011), book review of "Computation
of Multivariate Normal and t Probabilities" by A. Genz and F. Bretz,
Springer, 2009, *Journal of the American Statistical Association*, **106**,
1641.

**[117]**
Genton, M. G., Ma, Y., and Sang, H. (2011), "On the
likelihood function of Gaussian max-stable processes," *Biometrik**a*,
**98**, 481-488.

**[116]**
Hering, A., and Genton, M. G. (2011), "Comparing
spatial predictions," *Technometric**s*, **53**, 414-425.

**[115]**
Jun, M., Szunyogh, I., Genton, M. G., Zhang, F., and Bishop, C. H. (2011), "A
statistical investigation of the sensitivity of ensemble based Kalman filters
to covariance filtering," *Monthly Weather Review*,
**139**, 3036-3051.

**[114]**
Kim, H.-M., and Genton, M. G. (2011), "Characteristic
functions of scale mixtures of multivariate skew-normal distributions," *Journal
of Multivariate Analysis*, **102**, 1105-1117.

**[113]**
Li, B., and Genton, M. G. (2011), discussion of
"An explicit link between Gaussian fields and Gaussian Markov random
fields: The stochastic partial differential equation approach" by Finn
Lindgren, Havard Rue and Johan Lindström, *Journal of the
Royal Statistical Society, Series B*, **73**, 480-481.

**[112]**
Ma, Y., Genton, M. G., and Parzen, E. (2011), "Asymptotic
properties of sample quantiles of discrete distributions," *Annals
of the Institute of Statistical Mathematics*, **63**, 227-243.

**[111]**
North, G. R., Wang, J., and Genton, M. G. (2011), "Correlation
models for temperature fields," *Journal of Climate*,
**24**, 5850-5862.

**[110]**
Sun, Y., and Genton, M. G. (2011), "Functional
boxplots," *Journal of Computational and Graphical
Statistics*, **20**, 316-334.

2010

**[109]**
Ammann, C. M., Genton, M. G., and Li, B. (2010), "Correcting
for signal attenuation from noisy proxy data in climate reconstructions," *Climate
of the Past*, **6**, 273-279.

**[108]**
Apanasovich, T. V., and Genton, M. G. (2010), "Cross-covariance
functions for multivariate random fields based on latent dimensions," *Biometrik**a*,
**97**, 15-30.

**[107]**
Arellano-Valle, R. B., and Genton, M. G. (2010), "Multivariate
unified skew-elliptical distributions," *Chilean Journal
of Statistics*, Special issue ``Tribute to Pilar Loreto Iglesias Zuazola,'' **1**,
17-33.

**[106]**
Arellano-Valle, R. B., and Genton, M. G. (2010), "Multivariate
extended skew-t distributions and related families," *Metro**n*,
Special issue on "Skew-symmetric and flexible distributions", **68**,
201-234.

**[105]**
Arellano-Valle, R. B., and Genton, M. G. (2010), "An
invariance property of quadratic forms in random vectors with a selection
distribution, with application to sample variogram and covariogram
estimators," *Annals of the Institute of Statistical
Mathematics*, **62**, 363-381.

**[104]**
Azzalini, A., Genton, M. G., and Scarpa, B. (2010), "Invariance-based
estimating equations for skew-symmetric distributions," *Metro**n*,
Special issue on "Skew-symmetric and flexible distributions", **68**,
275-298.

**[103]**
Genton, M. G., and Ruiz-Gazen, A. (2010), "Visualizing
influential observations in dependent data," *Journal
of Computational and Graphical Statistics*, **19**, 808-825.

**[102]**
Hering, A. S., and Genton, M. G. (2010), "Powering
up with space-time wind forecasting," *Journal of the
American Statistical Association*, **105**, 92-104.

**[101]**
Lee, S., Genton, M. G., and Arellano-Valle, R. B. (2010), "Perturbation
of numerical confidential data via skew-t distributions," *Management
Science*, **56**, 318-333.

**[100]**
Ma, Y., and Genton, M. G. (2010), "Explicit
estimating equations for semiparametric generalized linear latent variable
models," *Journal of the Royal Statistical Society,
Series B*, **72**, 475-495.

**[99]**
Marchenko, Y. V., and Genton, M. G. (2010), "A suite
of commands for fitting the skew-normal and skew-t models," *The
Stata Journal*, **10**, 507-539.

**[98]**
Marchenko, Y. V., and Genton, M. G. (2010), "Multivariate
log-skew-elliptical distributions with applications to precipitation
data," *Environmetric**s*, **21**, 318-340.

2009

**[97]**
Arellano-Valle, R. B., Genton, M. G., and Loschi, R. H. (2009), "Shape
mixtures of multivariate skew-normal distributions," *Journal
of Multivariate Analysis*, **100**, 91-101.

**[96]**
El Ghouch, A., and Genton, M. G. (2009), "Local
polynomial quantile regression with parametric features," *Journal
of the American Statistical Association*, **104**, 1416-1429.

**[95]**
Hering, A. S., Bell, C. L., and Genton, M. G. (2009), "Modeling
spatio-temporal wildfire ignition point patterns," *Environmental
and Ecological Statistics*, Special Issue on Statistics for Wildfire
Processes, **16**, 225-250.

**[94]**
Li, B., Murthi, A., Bowman, K., North, G., Genton, M. G., and Sherman, M.
(2009), "Statistical
tests of Taylor's hypothesis: an application to precipitation fields," *Journal
of Hydrometeorology*, **10**, 254-265.

**[93]**
Li, Y., and Genton, M. G. (2009), "Single-index
additive vector autoregressive time series models," *Scandinavian
Journal of Statistics*, **36**, 369-388.

**[92]**
Park, J. W., Genton, M. G., and Ghosh, S. K. (2009), "Nonparametric
autocovariance estimation from censored time series by Gaussian
imputation," *Journal of Nonparametric Statistics*, **21**,
241-259.

**[91]**
Sills, E. S., Genton, M. G., Walsh, A. P. H., and Wehbe, S. A. (2009), "Who's
asking? Patients may under-report postoperative pain scores to nurses (or
over-report to surgeons) following surgery of the female reproductive
tract," *Archives of Gynecology and Obstetrics*, **5**,
771-774.

**[90]**
Sills, E. S., Murray, G. U., Genton, M. G., Walsh, D. J., Coull, G. D., and
Walsh, A. P. H. (2009), "Clinical
features and reproductive outcomes for embryos undergoing dual freeze-thaw
sequences followed by blastocyst transfer: critique of 14 consecutive cases in
IVF," *Fertility and Sterility*, **91**, 1568-1570.

**[89]**
Wang, Q., Stefanski, L. A., Genton, M. G., and Boos, D. (2009), "Robust
time series analysis via measurement error modeling," *Statist**ica
Sinica*, **19**, 1263-1280.

**[88]**
Wu, Y., Genton, M. G., and Stefanski, L. A. (2009), "A
comparison of node-splitting rules in recursive partitioning analysis of
multivariate quantitative structure activity data," *Statistics
in Biopharmaceutical Research*, **1**, 119-130.

2008

**[87]**
Arellano-Valle, R. B., Castro, L. M., Genton, M. G. and Gomez, H. W. (2008), "Bayesian
inference for shape mixtures of skewed distributions, with application to
regression analysis," *Bayesian Analysis*, **3**, 513-540.

**[86]**
Arellano-Valle, R. B., and Genton, M. G. (2008), "On the
exact distribution of the maximum of absolutely continuous dependent random
variables," *Statistics and Probability Letters*, **78**,
27-35.

**[85]**
Azzalini, A., and Genton, M. G. (2008), "Robust
likelihood methods based on the skew-t and related distributions," *International
Statistical Review*, **76**, 106-129.

**[84]**
Butry, D. T., Gumpertz, M. L., and Genton, M. G. (2008), "The
production of large and small wildfires,"
in Holmes, T. P., Prestemon, J. P., and Abt, K. L. (eds.), *The Economics of
Forest Disturbances: Wildfires, Storms, and Invasive Species*, Springer:
Dordrecht, The Netherlands, Chapter 5, 79-106.

**[83]**
Genton, M. G., and Koul, H. L. (2008), "Minimum
distance inference in unilateral autoregressive lattice processes," *Statistic**a
Sinica*, **18**, 617-631.

**[82]**
Genton, M. G., and Ronchetti, E. (2008), "Robust
prediction of beta," in Kontoghiorghes, E. J., Rustem, B. and
Winker, P. (eds.), *Computational Methods in Financial Engineering*,
Essays in Honour of Manfred Gilli, Springer, 147-161.

**[81]**
Li, B., Genton, M. G., and Sherman, M. (2008), "On the
asymptotic joint distribution of sample space-time covariance estimators," *Bernoulli*,
**14**, 228-248.

**[80]**
Li, B., Genton, M. G., and Sherman, M. (2008), "Testing
the covariance structure of multivariate random fields," *Biometrik**a*,
**95**, 813-829.

**[79]**
Sills, E. S., McLoughlin, L. J., Genton, M. G., Walsh, D. J., Coull, G. D., and
Walsh, A. P. H. (2008), "Ovarian
hyperstimulation syndrome and prophylactic human embryo cryopreservation:
analysis of reproductive outcome following thawed embryo transfer," *Journal
of Ovarian Research*, **1**:7, 1-6.

2007

**[78]**
Arellano-Valle, R. B., and Genton, M. G. (2007), "On the
exact distribution of linear combinations of order statistics from dependent
random variables," *Journal of Multivariate Analysis*, **98**,
1876-1894. Corrigendum.

**[77]**
Azzalini, A., and Genton, M. G. (2007), "On
Gauss's characterization of the normal distribution," *Bernoulli*,
**13**, 169-174.

**[76]**
Chang, S.-M., and Genton, M. G. (2007), "Extreme
value distributions for the skew-symmetric family of distributions," *Communications
in Statistics: Theory and Methods*, Special issue on skew-elliptical
distributions and their applications, **36**, 1705-1717.

**[75]**
Genton, M. G. (2007), "Separable
approximations of space-time covariance matrices," *Environmetric**s*,
Special Issue for METMA3, **18**, 681-695.

**[74]**
Genton, M. G., and Hall, P. (2007): "Statistical
inference for evolving periodic functions," *Journal
of the Royal Statistical Society, Series B*, **69**, 643-657.

**[73]**
Genton, M. G., and Hering, A. S. (2007), "Blowing
in the wind," *Significance*, **4**, 11-14.

**[72]**
Genton, M. G., Perrin, O., and Taqqu, M. (2007), "Self-similarity
and Lamperti transformation for random fields," *Stochastic
Models*, **23**, 397-411.

**[71]**
Gneiting, T., Genton, M. G., and Guttorp, P. (2007), "Geostatistical
space-time models, stationarity, separability and full symmetry," in
Finkenstaedt, B., Held, L. and Isham, V. (eds.), *Statistics of
Spatio-Temporal Systems*, Chapman & Hall/CRC Press, Monographs in
Statistics and Applied Probability, 151-175.

**[70]**
Li, B., Genton, M. G., and Sherman, M. (2007), "A
nonparametric assessment of properties of space-time covariance
functions," *Journal of the American Statistical
Association*, **102**, 736-744.

**[69]**
Park, J. W., Genton, M. G., and Ghosh, S. K. (2007), "Censored
time series analysis with autoregressive moving average models," *The
Canadian Journal of Statistics*, **35**, 151-168.

2006

**[68]**
Arellano-Valle, R. B., Branco, M. D., and Genton, M. G. (2006), "A
unified view on skewed distributions arising from selections," *The
Canadian Journal of Statistics*, **34**, 581-601.

**[67]**
De Luca, G., Genton, M. G., and Loperfido, N. (2006), "A
multivariate Skew-GARCH model," in *Advances in
Econometrics: Econometric Analysis of Economic and Financial Time Series, Part
A (Special volume in honor of Robert Engle and Clive Granger, the 2003 winners
of the Nobel Prize in Economics)*, Terrell, D., Ed., Elsevier, **20**,
33-57.

**[66]**
Field, C., and Genton, M. G. (2006), "The
multivariate g-and-h distribution," *Technometric**s*, **48**,
104-111.

**[65]**
Furrer, R., Genton, M. G., and Nychka, D. (2006), "Covariance
tapering for interpolation of large spatial datasets," *Journal
of Computational and Graphical Statistics*, **15**, 502-523.

**[64]**
Genton, M. G., Butry, D. T., Gumpertz, M. L., and Prestemon, J. P. (2006), "Spatio-temporal
analysis of wildfire ignitions in the St Johns River Water Management District,
Florida," *International Journal of Wildland Fire*, **15**,
87-97.

**[63]**
Genton, M. G., Ma, Y., and Parzen, E. (2006), discussion of
"Sur une limitation tres generale de la dispersion de la mediane," by
M. Frechet, 1940, *Journal de la Societe Francaise de Statistique*,
**147**, 51-60.

**[62]**
Gneiting, T., Larson, K., Westrick, K., Genton, M. G., and Aldrich, E. (2006), "Calibrated
probabilistic forecasting at the Stateline wind energy center: The
regime-switching space-time method," *Journal of the
American Statistical Association*, **101**, 968-979.

**[61]**
Mitchell, M., Genton, M. G., and Gumpertz, M. (2006), "A
likelihood ratio test for separability of covariances," *Journal
of Multivariate Analysis*, **97**, 1025-1043.

**[60]**
Wang, J., and Genton, M. G. (2006), "The
multivariate skew-slash distribution," *Journal
of Statistical Planning and Inference*, **136**, 209-220.

**[59]**
Wu, Y., Genton, M. G., and Stefanski, L. A. (2006), "A
multivariate two-sample mean test for small sample size and missing data," *Biometrics*,
**62**, 877-885.

2005

**[58]**
Arellano-Valle, R. B., and Genton, M. G. (2005), "On
fundamental skew distributions," *Journal of
Multivariate Analysis*, **96**, 93-116.

**[57]**
de Luna, X., and Genton, M. G. (2005), "Predictive
spatio-temporal models for spatially sparse environmental data," *Statistic**a
Sinica*, Special issue in honor of George Tiao's retirement, **15**,
547-568.

**[56]**
Genton, M. G. (2005), discussion of
"The skew-normal distribution and related multivariate families" by
A. Azzalini , *Scandinavian Journal of Statistics*, **32**,
189-198.

**[55]**
Genton, M. G., and Loperfido, N. (2005), "Generalized
skew-elliptical distributions and their quadratic forms," *Annals
of the Institute of Statistical Mathematics*, **57**, 389-401.

**[54]**
Genton, M. G., and Lucas, A. (2005), discussion of
"Breakdown and groups" by L. Davies and U. Gather , *Annals
of Statistics*, **33**, 988-993.

**[53]**
Ma, Y., Genton, M. G., and Tsiatis, A. A. (2005), "Locally
efficient semiparametric estimators for generalized skew-elliptical
distributions," *Journal of the American Statistical Association*, **100**,
980-989.

**[52]**
Mitchell, M., Genton, M. G., and Gumpertz, M. (2005), "Testing
for separability of space-time covariances," *Environmetri**c**s*, **16**,
819-831.

**[51]**
Naveau, P., Genton, M. G., and Shen, X. (2005), "A skewed
Kalman filter," *Journal of Multivariate Analysis*, **94**,
382-400.

2004

**[50]**
Baloch, S. H., Krim, H., and Genton, M. G. (2004), "Shape representation with
flexible skew-symmetric distributions," in *Skew-Elliptical
Distributions and Their Applications: A Journey Beyond Normality*, Genton,
M. G., Ed., Chapman & Hall / CRC, Boca Raton, FL, pp. 291-308.

**[49]**
de Luna, X., and Genton, M. G. (2004), "Spatio-temporal
autoregressive models for US unemployment rate,"
in *Advances in Econometrics: Spatial and Spatiotemporal Econometrics*, J.
P. Lesage, R. K. Pace (eds), Elsevier, **18**, 283-298.

**[48]**
Eyer, L., and Genton, M. G. (2004), "An astronomical distance
determination method using regression with skew-normal errors,"
in *Skew-Elliptical Distributions and Their Applications: A Journey Beyond
Normality*, Genton, M. G., Ed., Chapman & Hall / CRC, Boca Raton, FL,
pp. 309-319.

**[47]**
Genton, M. G. (2004), *Skew-Elliptical
Distributions and Their Applications: A Journey Beyond Normality*,
Edited Volume, Chapman & Hall / CRC, Boca Raton, FL, 416 pp. (New
book)

**[46]**
Genton, M. G. (2004), "Skew-symmetric and
generalized skew-elliptical distributions,"
in *Skew-Elliptical Distributions and Their Applications: A Journey Beyond
Normality*, Genton, M. G., Ed., Chapman & Hall / CRC, Boca Raton, FL,
pp. 81-100.

**[45]**
Genton, M. G., and Perrin, O. (2004), "On a
time deformation reducing nonstationary stochastic processes to local
stationarity," *Journal of Applied Probability*, **41**,
236-249.

**[44]**
Gorsich, D. J., and Genton, M. G. (2004), "On the
discretization of nonparametric isotropic covariogram estimators," *Statistics
and Computing*, **14**, 99-108.

**[43]**
Ma, Y., and Genton, M. G. (2004), "A
flexible class of skew-symmetric distributions," *Scandinavian
Journal of Statistics*, **31**, 459-468.

**[42]**
Ma, Y., Genton, M. G., and Davidian, M. (2004), "Linear mixed effects models
with flexible generalized skew-elliptical random effects,"
in *Skew-Elliptical Distributions and Their Applications: A Journey Beyond
Normality*, Genton, M. G., Ed., Chapman & Hall / CRC, Boca Raton, FL,
pp. 339-358.

**[41]**
Naveau, P., Genton, M. G., and Ammann, C. (2004), "Time series analysis with a
skewed Kalman filter," in *Skew-Elliptical
Distributions and Their Applications: A Journey Beyond Normality*, Genton,
M. G., Ed., Chapman & Hall / CRC, Boca Raton, FL, pp. 259-278.

**[40]**
Wang, J., Boyer, J., and Genton, M. G. (2004), "A
skew-symmetric representation of multivariate distributions," *Statistic**a
Sinica*, **14**, 1259-1270.

**[39]**
Wang, J., Boyer, J., and Genton, M. G. (2004), "A note
on an equivalence between chi-square and generalized skew-normal distributions,"
*Statistics and Probability Letters*, **66**,
395-398.

2003

**[38]**
Ehm, W., Genton, M. G., and Gneiting, T. (2003), "Stationary
covariances associated with exponentially convex functions," *Bernoulli*, **9**,
607-615.

**[37]**
Genton, M. G. (2003), "Breakdown-point for spatially and temporally
correlated observations," *Developments in Robust Statistics,
International Conference on Robust Statistics 2001*, R. Dutter, P.
Filzmoser, U. Gather and P. J. Rousseeuw eds, Springer, Heidelberg, 148-159.

**[36]**
Genton, M. G., and Furrer, R. (2003), "Analysis of Rainfall Data by Robust
Spatial Statistics using S+SpatialStats," in *Mapping radioactivity in
the environment - Spatial Interpolation Comparison 97*, G. Dubois, J.
Malczewski, M. De Cort (eds), 118-129.

**[35]**
Genton, M. G., and Furrer, R. (2003), "Analysis of Rainfall Data by Simple
Good Sense: is Spatial Statistics Worth the Trouble?," in *Mapping
radioactivity in the environment - Spatial Interpolation Comparison 97*, G.
Dubois, J. Malczewski, M. De Cort (eds), 45-50.

**[34]**
Genton, M. G., and Lucas, A. (2003), "Comprehensive
definitions of breakdown-points for independent and dependent
observations," *Journal of the Royal Statistical Society,
Series B*, **65**, 81-94.

**[33]**
Genton, M. G., and Ronchetti, E. (2003), "Robust
indirect inference," *Journal of the American Statistical
Association*, **98**, 67-76.

**[32]**
Genton, M. G., and Thompson, K. R. (2003), "Skew-elliptical time series
with application to flooding risk," in *Time Series Analysis and
Applications to Geophysical Systems*, D. R. Brillinger, E. A. Robinson, F.
P. Schoenberg (eds), IMA Volume in Mathematics and its Applications **139**,
Springer, 169-186.

2002

**[31]**
de Luna, X., and Genton, M. G. (2002), "Simulation-based
inference for simultaneous processes on regular lattices," *Statistics
and Computing*, **12**, 125-134.

**[30]**
Genton, M. G., and Gorsich, D. J. (2002), "Nonparametric
variogram and covariogram estimation with Fourier-Bessel matrices," *Computational
Statistics and Data Analysis*, Special issue on Matrix Computations and
Statistics, **41**, 47-57.

**[29]**
Gorsich, D. J., Genton, M. G., and Strang, G. (2002), "Eigenstructures
of spatial design matrices," *Journal of Multivariate
Analysis*, **80**, 138-165.

2001

**[28]**
de Luna, X., and Genton, M. G. (2001), "Robust
simulation-based estimation of ARMA models," *Journal
of Computational and Graphical Statistics*, **10**, 370-387.

**[27]**
Genton, M. G. (2001), "Classes
of kernels for Machine Learning: a Statistics perspective," *Journal
of Machine Learning Research*, Special issue on Kernel Methods, **2**,
299-312.

**[26]**
Genton, M. G. (2001), " Robustness problems in the analysis of spatial
data," in *Spatial Statistics: Methodological Aspects and Applications*,
Marc Moore (Editor), Springer Lecture Notes in Statistics **159**, 21-37.

**[25]**
Genton, M. G. (2001), "The
change-of-variance function: a tool to explore the effects of dependencies in
spatial statistics," *Journal of Statistical Planning and
Inference*, **98**, 191-209.

**[24]**
Genton, M. G., He, L., and Liu, X. (2001), "Moments
of skew-normal random vectors and their quadratic forms," *Statistics
and Probability Letters*, **51**, 319-325.

**[23]**
Ma, Y., and Genton, M. G. (2001), "Highly
robust estimation of dispersion matrices," *Journal
of Multivariate Analysis*, **78**, 11-36.

**[22]**
Sills, E. S., Genton, M. G., Perloe, M., Schattman, G. L., Bralley, J. A., and
Tucker, M. J. (2001), "Plasma homocysteine, fasting insulin, and androgen
patterns among women with polycystic ovaries and infertility," *Journal
of Obstetrics and Gynaecology Research*, **27**, 163-168.

**[21]**
Sills, E. S., Perloe, M., Tucker, M. J., Kaplan, C. R., Genton, M. G., and
Schattman, G. L. (2001), "Diagnostic and treatment characteristics of
polycystic ovary syndrome: descriptive measurements of patient perception and
awareness from 657 confidential self-reports," *BMC Women's Health*, **1**,
1-5.

2000

**[2****0****]**
Genton, M. G. (2000), "The correlation structure
of Matheron's classical variogram estimator under elliptically contoured
distributions," *Mathematical Geology*, **32**,
127-137.

**[1****9]**
Genton, M. G., and de Luna, X. (2000), "Robust
simulation-based estimation," *Statistics and
Probability Letters*, **48**, 253-259.

**[18****]**
Gorsich, D. J., and Genton, M. G. (2000), "Variogram
model selection via nonparametric derivative estimation," *Mathematical
Geology*, **32**, 249-270.

**[17]**
Ma, Y., and Genton, M. G. (2000), "Highly
robust estimation of the autocovariance function," *Journal
of Time Series Analysis*, **21**, 663-684.

**[16]**
Sills, E. S., Genton, M. G., Perloe, M., Schattman, G. L., Bralley, J. A., and
Tucker, M. J. (2000), "Patient
perception and awareness regarding diagnosis and treatment of polycystic ovary
syndrome (PCOS) as measured by confidential self-reports ," *Fertility
and Sterility*, **74**, S190-S191.

**[15]**
Sills, E. S., Genton, M. G., Perloe, M., Schattman, G. L., Bralley, J. A., and
Tucker, M. J. (2000), "Plasminogen
activator inhibitor-1 levels, prothrombin G20210A and methyltetrahydrofolate
reductase C677T gene polymorphism frequencies, and reproductive history:
Correlations with ultrasonographic ovarian morphology ," *Fertility
and Sterility*, **74**, S13-S14.

1999

**[14]**
de Luna, X., and Genton, M. G. (1999), "Indirect inference for
spatio-temporal autoregression models," Proceedings of the Workshop *Spatial-temporal
modeling and its application*, Leeds, UK, 61-64.

**[****13****]**Eyer, L., and Genton, M. G. (1999), "Characterization
of variable stars by robust wave variograms: an application to Hipparcos
mission," *Astronomy and Astrophysics, Supplement
Series*, **136**, 421-428.

**[****12]**
Furrer, R., and Genton, M. G. (1999), "Robust spatial data analysis of
Lake Geneva sediments with S+SpatialStats," *Systems Research and
Information Systems*, special issue on Spatial Data, **8**, 257-272.

**[****1****1]**
Genton, M. G. (1999), "The
correlation structure of the sample autocovariance function for a particular
class of time series with elliptically contoured distribution," *Statistics
and Probability Letters*, **41**, 131-137.

**[****10]**
Genton, M. G., and Ma, Y. (1999), "Robustness
properties of dispersion estimators," *Statistics and
Probability Letters*, **44**, 343-350.

1998

**[****9]**
Genton, M. G. (1998), "Asymptotic
variance of M-estimators for dependent Gaussian random variables," *Statistics
and Probability Letters*, **38**, 255-261.

**[8****]**
Genton, M. G. (1998), "Spatial
breakdown point of variogram estimators," *Mathematical
Geology*, **30**, 853-871.

**[7]**
Genton, M. G. (1998), "Variogram
fitting by generalized least squares using an explicit formula for the
covariance structure," *Mathematical Geology*,
**30**, 323-345.

**[6]**
Genton, M. G. (1998), "Highly
robust variogram estimation," *Mathematical Geology*,
**30**, 213-221.

**[5]**
Genton, M. G., and Furrer, R. (1998), "Analysis of rainfall data by robust
spatial statistics using S+SpatialStats," *Journal of Geographic
Information and Decision Analysis*, **2**, 126-136.

**[4]**
Genton, M. G., and Furrer, R. (1998), "Analysis of rainfall data by simple
good sense: is spatial statistics worth the trouble?," *Journal of
Geographic Information and Decision Analysis*, **2**, 11-17.

1997

**[3]**
Benvenuti, J.-F., Rakotomanana, L., Leyvraz, P. F., Pioletti, D., Heegaard, J.
H., and Genton, M. G. (1997), "Displacements
of the tibial tuberosity: effects of the surgical parameters," *Clinical
Orthopaedics and Related Research*, **343**, 224-234.

1996

**[2]**
Genton, M. G. (1996), "Robustesse dans l'estimation et l'ajustement du
variogramme en géostatistique," Ph.D. Thesis, Dept. of Mathematics, Swiss
Federal Institute of Technology at Lausanne, Switzerland, 132 p.

1995

**[1]**
Genton, M. G., and Rousseeuw, P. J. (1995), "The
change-of-variance function of M-estimators of scale under general
contamination," *Journal of Computational and Applied
Mathematics*, **64**, 69-80.