Works (24)

Updated: August 4th, 2023 21:16

2007 article

Extreme value distributions for the skew-symmetric family of distributions

COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, Vol. 36, pp. 1705–1717.

By: S. Chang n & M. Genton*

author keywords: flexible skew-symmetric; generalized skew-normal; heavy tails; multimodality; selection models; skew-Cauchy; skew-t
UN Sustainable Development Goal Categories
Source: Web Of Science
Added: August 6, 2018

2006 journal article

A Multivariate two-sample mean test for small sample size and missing data

BIOMETRICS, 62(3), 877–885.

By: Y. Wu, M. Genton* & L. Stefanski n

author keywords: drug discovery; high-dimensional data; Hotelling's T-2; small n large p
MeSH headings : Algorithms; Biometry / methods; Data Interpretation, Statistical; Drug Design; Models, Statistical; Monte Carlo Method; Multivariate Analysis; Quantitative Structure-Activity Relationship; Sample Size
TL;DR: A new statistic for testing the equality of two multivariate mean vectors is developed, based on componentwise statistics, that has the advantage over Hotelling's T2 test of being applicable to the case where the dimension of an observation exceeds the number of observations. (via Semantic Scholar)
UN Sustainable Development Goal Categories
Source: Web Of Science
Added: August 6, 2018

2005 journal article

Testing for separability of space-time covariances

ENVIRONMETRICS, 16(8), 819–831.

By: M. Mitchell*, M. Genton* & M. Gumpertz n

author keywords: elevated CO2; FACE; Kronecker product; separable space-time covariance
UN Sustainable Development Goal Categories
2. Zero Hunger (Web of Science)
15. Life on Land (OpenAlex)
Source: Web Of Science
Added: August 6, 2018

2004 journal article

A skew-symmetric representation of multivariate distributions

Statistica Sinica, 14(4), 1259–1270.

By: J. Wang, J. Boyer & M. Genton

Source: NC State University Libraries
Added: August 6, 2018

2004 journal article

A skewed Kalman filter

JOURNAL OF MULTIVARIATE ANALYSIS, 94(2), 382–400.

By: P. Naveau*, M. Genton n & X. Shen*

author keywords: state-space model; closed skew-normal distribution
Source: Web Of Science
Added: August 6, 2018

2004 chapter

An astronomical distance determination method using regression with skew-normal errors

In Skew-elliptical distibutions and their applications: A journey beyond normality. Boca Raton, FL: Chapman & Hall/CRC.

By: L. Eyer & M. Genton

Source: NC State University Libraries
Added: August 6, 2018

2004 journal article

Flexible class of skew-symmetric distributions

Scandinavian Journal of Statistics: Theory and Applications, 31(3), 459–468.

By: Y. Ma & M. Genton

Source: NC State University Libraries
Added: August 6, 2018

2004 chapter

Linear mixed effects models with flexible generalized skew-elliptical random effects

In Skew-elliptical distibutions and their applications: A journey beyond normality. Boca Raton, FL: Chapman & Hall/CRC.

By: Y. Ma, M. Genton & M. Davidian

Source: NC State University Libraries
Added: August 6, 2018

2004 journal article

On a time deformation reducing nonstationary stochastic processes to local stationarity

JOURNAL OF APPLIED PROBABILITY, 41(1), 236–249.

By: M. Genton n & O. Perrin*

author keywords: exponentially convex; local stationarity; nonstationarity; positive-definite function; reducibility; stationarity; separable covariance function; stochastic processes; time series
UN Sustainable Development Goal Categories
2. Zero Hunger (Web of Science)
Source: Web Of Science
Added: August 6, 2018

2004 journal article

On the discretization of nonparametric isotropic covariogram estimators

STATISTICS AND COMPUTING, 14(2), 99–108.

By: D. Gorsich* & M. Genton n

author keywords: Bochner's theorem; Fourier-Bessel series; nonnegative least squares; positive definiteness; spatial prediction
TL;DR: This article presents an optimal discretization of nonparametric covariogram estimators for isotropic stationary stochastic processes and presents an answer to an issue raised by Hall, Fisher and Hoffmann (1994). (via Semantic Scholar)
UN Sustainable Development Goal Categories
2. Zero Hunger (Web of Science)
Source: Web Of Science
Added: August 6, 2018

2004 chapter

Shape representation with flexible skew-symmetric distributions

In Skew-elliptical distibutions and their applications: A journey beyond normality.

By: S. Baloch*, H. Krim* & M. Genton*

Source: NC State University Libraries
Added: August 6, 2018

2004 book

Skew-elliptical distibutions and their applications: A journey beyond normality

Boca Raton: Chapman & Hall/CRC.

By: M. Genton

Source: NC State University Libraries
Added: August 6, 2018

2004 chapter

Skew-symmetric and generalized skew-elliptical distributions

In Skew-elliptical distibutions and their applications: A journey beyond normality. Boca Raton, FL: Chapman & Hall/CRC.

By: M. Genton

Source: NC State University Libraries
Added: August 6, 2018

2004 article

Spatio-temporal autoregressive models for US unemployment rate

SPATIAL AND SPATIOTEMPORAL ECONOMETRICS, Vol. 18, pp. 279–294.

By: X. Luna & M. Genton*

UN Sustainable Development Goal Categories
2. Zero Hunger (Web of Science)
8. Decent Work and Economic Growth (OpenAlex)
Source: Web Of Science
Added: August 6, 2018

2004 journal article

The multivariate skew-slash distribution

JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 136(1), 209–220.

By: J. Wang n & M. Genton n

author keywords: cauchy; configural polysampling; kurtosis; multivariate distributions; skewness; skew-normal; slash
Source: Web Of Science
Added: August 6, 2018

2004 chapter

Time series analysis with a skewed Kalman filter

In Skew-elliptical distibutions and their applications: A journey beyond normality. Boca Raton, FL: Chapman & Hall/CRC.

By: P. Naveau, M. Genton & C. Ammann

Source: NC State University Libraries
Added: August 6, 2018

2003 journal article

A note on an equivalence between chi-square and generalized skew-normal distributions

STATISTICS & PROBABILITY LETTERS, 66(4), 395–398.

By: J. Wang n, J. Boyer n & M. Genton n

author keywords: chi-square distribution; invariance; generalized skew-normal distribution
Source: Web Of Science
Added: August 6, 2018

2003 journal article

Comprehensive definitions of breakdown points for independent and dependent observations

Journal of the Royal Statistical Society. Series B, Methodological, 65(2003), 81–94.

By: M. Genton & A. Lucas

Source: NC State University Libraries
Added: August 6, 2018

2003 journal article

Robust indirect inference

JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 98(461), 67–76.

By: M. Genton n & E. Ronchetti*

author keywords: correlated observations; influence function; robustness of validity; robustness of efficiency; space-time autoregression; stochastic differential equations
TL;DR: Robust indirect inference is developed for a variety of models in a unified framework and the local robustness properties of indirect inference are investigated and the influence function of the indirect estimator is derived, as well as the level and power influence functions of indirect tests. (via Semantic Scholar)
UN Sustainable Development Goal Categories
Source: Web Of Science
Added: August 6, 2018

2003 journal article

Stationary covariances associated with exponentially convex functions

BERNOULLI, 9(4), 607–615.

By: W. Ehm*, M. Genton n & T. Gneiting*

author keywords: characteristic function; exponential family; exponentially convex; Laplace transform; locally stationary; positive definite; random field
Source: Web Of Science
Added: August 6, 2018

2002 journal article

Nonparametric variogram and covariogram estimation with Fourier-Bessel matrices

COMPUTATIONAL STATISTICS & DATA ANALYSIS, 41(1), 47–57.

By: M. Genton n & D. Gorsich*

author keywords: discretization; Fourier-Bessel expansion; kriging; nonnegative least squares; orthogonality; positive definiteness; spatial statistics
TL;DR: It is shown that this approach provides a smooth and positive definite nonparametric estimator in the continuum, whereas previous methods typically suffer from spurious oscillations. (via Semantic Scholar)
UN Sustainable Development Goal Categories
2. Zero Hunger (Web of Science)
Source: Web Of Science
Added: August 6, 2018

2002 journal article

Simulation-based inference for simultaneous processes on regular lattices

Statistics and Computing, 12(2), 125–134.

By: X. De Luna & M. Genton

Source: NC State University Libraries
Added: August 6, 2018

2001 journal article

Robust simulation-based estimation of ARMA models

JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, 10(2), 370–387.

By: X. De Luna n & M. Genton n

author keywords: breakdown point; indirect inference; influence function; GM-estimator; robustness; time series
UN Sustainable Development Goal Categories
Source: Web Of Science
Added: August 6, 2018

2000 article

Classes of kernels for machine learning: A statistics perspective

JOURNAL OF MACHINE LEARNING RESEARCH, Vol. 2, pp. 299–312.

By: M. Genton

author keywords: anisotropic; compactly supported; covariance; isotropic; locally stationary; nonstationary; reducible; separable; stationary
UN Sustainable Development Goal Categories
Source: Web Of Science
Added: August 6, 2018

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