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Items where Author is "Heller, Gillian Z."

Items where Author is "Heller, Gillian Z."

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BAMLSS Box-Cox t distribution centile estimation distributional regression exceedance probabilities GAMboostLSS GAMLSS machine learning P-splines prediction interval estimation predictions beyond the mean quantile estimation semi-continuous distribution statistical modelling zero-adjusted distribution zero-heavy distribution
Number of items: 18.

BAMLSS

Stasinopoulos, Dimitrios M., Kneib, Thomas, Klein, Nadja, Mayr, Andreas and Heller, Gillian Z. (2024) Generalized Additive Models for Location, Scale and Shape: A Distributional Regression Approach, with Applications. Cambridge Series in Statistical and Probability Mathematics, 56 . Cambridge University Press, Cambridge, UK. ISBN 978-1009410069 (doi:10.1017/9781009410076)

Box-Cox t distribution

Stasinopoulos, Dimitrios M., Rigby, Robert A., Heller, Gillian Z. and De Bastiani, Fernanda (2023) P-splines and GAMLSS: a powerful combination, with an application to zero-adjusted distributions. Statistical Modelling, 23 (5-6). pp. 510-524. ISSN 1471-082X (Print), 1477-0342 (Online) (doi:10.1177/1471082X231176635)

centile estimation

Merder, Julian ORCID logoORCID: https://orcid.org/0000-0002-5958-7016, Rigby, Robert A. ORCID logoORCID: https://orcid.org/0000-0003-4787-623X, Mayr, Andreas ORCID logoORCID: https://orcid.org/0000-0001-7106-9732, Heller, Gillian Z. ORCID logoORCID: https://orcid.org/0000-0003-1270-1499, Kneib, Thomas ORCID logoORCID: https://orcid.org/0000-0003-3390-0972, Umlauf, Nikolaus ORCID logoORCID: https://orcid.org/0000-0003-2160-9803, De Bastiani, Fernanda ORCID logoORCID: https://orcid.org/0000-0001-8532-639X, Stauffer, Reto ORCID logoORCID: https://orcid.org/0000-0002-3798-5507, Tonkin, Jonathan D. ORCID logoORCID: https://orcid.org/0000-0002-6053-291X, Logothetis, Nikos, Zeileis, Achim ORCID logoORCID: https://orcid.org/0000-0003-0918-3766 and Stasinopoulos, Dimitrios M. (2026) Distributional regression using generalized additive models for location, scale and shape. Nature Reviews Methods Primers, 6:49. ISSN 2662-8449 (Online) (doi:10.1038/s43586-026-00498-z)

distributional regression

Merder, Julian ORCID logoORCID: https://orcid.org/0000-0002-5958-7016, Rigby, Robert A. ORCID logoORCID: https://orcid.org/0000-0003-4787-623X, Mayr, Andreas ORCID logoORCID: https://orcid.org/0000-0001-7106-9732, Heller, Gillian Z. ORCID logoORCID: https://orcid.org/0000-0003-1270-1499, Kneib, Thomas ORCID logoORCID: https://orcid.org/0000-0003-3390-0972, Umlauf, Nikolaus ORCID logoORCID: https://orcid.org/0000-0003-2160-9803, De Bastiani, Fernanda ORCID logoORCID: https://orcid.org/0000-0001-8532-639X, Stauffer, Reto ORCID logoORCID: https://orcid.org/0000-0002-3798-5507, Tonkin, Jonathan D. ORCID logoORCID: https://orcid.org/0000-0002-6053-291X, Logothetis, Nikos, Zeileis, Achim ORCID logoORCID: https://orcid.org/0000-0003-0918-3766 and Stasinopoulos, Dimitrios M. (2026) Distributional regression using generalized additive models for location, scale and shape. Nature Reviews Methods Primers, 6:49. ISSN 2662-8449 (Online) (doi:10.1038/s43586-026-00498-z)

exceedance probabilities

Merder, Julian ORCID logoORCID: https://orcid.org/0000-0002-5958-7016, Rigby, Robert A. ORCID logoORCID: https://orcid.org/0000-0003-4787-623X, Mayr, Andreas ORCID logoORCID: https://orcid.org/0000-0001-7106-9732, Heller, Gillian Z. ORCID logoORCID: https://orcid.org/0000-0003-1270-1499, Kneib, Thomas ORCID logoORCID: https://orcid.org/0000-0003-3390-0972, Umlauf, Nikolaus ORCID logoORCID: https://orcid.org/0000-0003-2160-9803, De Bastiani, Fernanda ORCID logoORCID: https://orcid.org/0000-0001-8532-639X, Stauffer, Reto ORCID logoORCID: https://orcid.org/0000-0002-3798-5507, Tonkin, Jonathan D. ORCID logoORCID: https://orcid.org/0000-0002-6053-291X, Logothetis, Nikos, Zeileis, Achim ORCID logoORCID: https://orcid.org/0000-0003-0918-3766 and Stasinopoulos, Dimitrios M. (2026) Distributional regression using generalized additive models for location, scale and shape. Nature Reviews Methods Primers, 6:49. ISSN 2662-8449 (Online) (doi:10.1038/s43586-026-00498-z)

GAMboostLSS

Stasinopoulos, Dimitrios M., Kneib, Thomas, Klein, Nadja, Mayr, Andreas and Heller, Gillian Z. (2024) Generalized Additive Models for Location, Scale and Shape: A Distributional Regression Approach, with Applications. Cambridge Series in Statistical and Probability Mathematics, 56 . Cambridge University Press, Cambridge, UK. ISBN 978-1009410069 (doi:10.1017/9781009410076)

GAMLSS

Merder, Julian ORCID logoORCID: https://orcid.org/0000-0002-5958-7016, Rigby, Robert A. ORCID logoORCID: https://orcid.org/0000-0003-4787-623X, Mayr, Andreas ORCID logoORCID: https://orcid.org/0000-0001-7106-9732, Heller, Gillian Z. ORCID logoORCID: https://orcid.org/0000-0003-1270-1499, Kneib, Thomas ORCID logoORCID: https://orcid.org/0000-0003-3390-0972, Umlauf, Nikolaus ORCID logoORCID: https://orcid.org/0000-0003-2160-9803, De Bastiani, Fernanda ORCID logoORCID: https://orcid.org/0000-0001-8532-639X, Stauffer, Reto ORCID logoORCID: https://orcid.org/0000-0002-3798-5507, Tonkin, Jonathan D. ORCID logoORCID: https://orcid.org/0000-0002-6053-291X, Logothetis, Nikos, Zeileis, Achim ORCID logoORCID: https://orcid.org/0000-0003-0918-3766 and Stasinopoulos, Dimitrios M. (2026) Distributional regression using generalized additive models for location, scale and shape. Nature Reviews Methods Primers, 6:49. ISSN 2662-8449 (Online) (doi:10.1038/s43586-026-00498-z)

Stasinopoulos, Dimitrios M., Kneib, Thomas, Klein, Nadja, Mayr, Andreas and Heller, Gillian Z. (2024) Generalized Additive Models for Location, Scale and Shape: A Distributional Regression Approach, with Applications. Cambridge Series in Statistical and Probability Mathematics, 56 . Cambridge University Press, Cambridge, UK. ISBN 978-1009410069 (doi:10.1017/9781009410076)

Stasinopoulos, Dimitrios M., Rigby, Robert A., Heller, Gillian Z. and De Bastiani, Fernanda (2023) P-splines and GAMLSS: a powerful combination, with an application to zero-adjusted distributions. Statistical Modelling, 23 (5-6). pp. 510-524. ISSN 1471-082X (Print), 1477-0342 (Online) (doi:10.1177/1471082X231176635)

machine learning

Stasinopoulos, Dimitrios M., Kneib, Thomas, Klein, Nadja, Mayr, Andreas and Heller, Gillian Z. (2024) Generalized Additive Models for Location, Scale and Shape: A Distributional Regression Approach, with Applications. Cambridge Series in Statistical and Probability Mathematics, 56 . Cambridge University Press, Cambridge, UK. ISBN 978-1009410069 (doi:10.1017/9781009410076)

P-splines

Stasinopoulos, Dimitrios M., Rigby, Robert A., Heller, Gillian Z. and De Bastiani, Fernanda (2023) P-splines and GAMLSS: a powerful combination, with an application to zero-adjusted distributions. Statistical Modelling, 23 (5-6). pp. 510-524. ISSN 1471-082X (Print), 1477-0342 (Online) (doi:10.1177/1471082X231176635)

prediction interval estimation

Merder, Julian ORCID logoORCID: https://orcid.org/0000-0002-5958-7016, Rigby, Robert A. ORCID logoORCID: https://orcid.org/0000-0003-4787-623X, Mayr, Andreas ORCID logoORCID: https://orcid.org/0000-0001-7106-9732, Heller, Gillian Z. ORCID logoORCID: https://orcid.org/0000-0003-1270-1499, Kneib, Thomas ORCID logoORCID: https://orcid.org/0000-0003-3390-0972, Umlauf, Nikolaus ORCID logoORCID: https://orcid.org/0000-0003-2160-9803, De Bastiani, Fernanda ORCID logoORCID: https://orcid.org/0000-0001-8532-639X, Stauffer, Reto ORCID logoORCID: https://orcid.org/0000-0002-3798-5507, Tonkin, Jonathan D. ORCID logoORCID: https://orcid.org/0000-0002-6053-291X, Logothetis, Nikos, Zeileis, Achim ORCID logoORCID: https://orcid.org/0000-0003-0918-3766 and Stasinopoulos, Dimitrios M. (2026) Distributional regression using generalized additive models for location, scale and shape. Nature Reviews Methods Primers, 6:49. ISSN 2662-8449 (Online) (doi:10.1038/s43586-026-00498-z)

predictions beyond the mean

Merder, Julian ORCID logoORCID: https://orcid.org/0000-0002-5958-7016, Rigby, Robert A. ORCID logoORCID: https://orcid.org/0000-0003-4787-623X, Mayr, Andreas ORCID logoORCID: https://orcid.org/0000-0001-7106-9732, Heller, Gillian Z. ORCID logoORCID: https://orcid.org/0000-0003-1270-1499, Kneib, Thomas ORCID logoORCID: https://orcid.org/0000-0003-3390-0972, Umlauf, Nikolaus ORCID logoORCID: https://orcid.org/0000-0003-2160-9803, De Bastiani, Fernanda ORCID logoORCID: https://orcid.org/0000-0001-8532-639X, Stauffer, Reto ORCID logoORCID: https://orcid.org/0000-0002-3798-5507, Tonkin, Jonathan D. ORCID logoORCID: https://orcid.org/0000-0002-6053-291X, Logothetis, Nikos, Zeileis, Achim ORCID logoORCID: https://orcid.org/0000-0003-0918-3766 and Stasinopoulos, Dimitrios M. (2026) Distributional regression using generalized additive models for location, scale and shape. Nature Reviews Methods Primers, 6:49. ISSN 2662-8449 (Online) (doi:10.1038/s43586-026-00498-z)

quantile estimation

Merder, Julian ORCID logoORCID: https://orcid.org/0000-0002-5958-7016, Rigby, Robert A. ORCID logoORCID: https://orcid.org/0000-0003-4787-623X, Mayr, Andreas ORCID logoORCID: https://orcid.org/0000-0001-7106-9732, Heller, Gillian Z. ORCID logoORCID: https://orcid.org/0000-0003-1270-1499, Kneib, Thomas ORCID logoORCID: https://orcid.org/0000-0003-3390-0972, Umlauf, Nikolaus ORCID logoORCID: https://orcid.org/0000-0003-2160-9803, De Bastiani, Fernanda ORCID logoORCID: https://orcid.org/0000-0001-8532-639X, Stauffer, Reto ORCID logoORCID: https://orcid.org/0000-0002-3798-5507, Tonkin, Jonathan D. ORCID logoORCID: https://orcid.org/0000-0002-6053-291X, Logothetis, Nikos, Zeileis, Achim ORCID logoORCID: https://orcid.org/0000-0003-0918-3766 and Stasinopoulos, Dimitrios M. (2026) Distributional regression using generalized additive models for location, scale and shape. Nature Reviews Methods Primers, 6:49. ISSN 2662-8449 (Online) (doi:10.1038/s43586-026-00498-z)

semi-continuous distribution

Stasinopoulos, Dimitrios M., Rigby, Robert A., Heller, Gillian Z. and De Bastiani, Fernanda (2023) P-splines and GAMLSS: a powerful combination, with an application to zero-adjusted distributions. Statistical Modelling, 23 (5-6). pp. 510-524. ISSN 1471-082X (Print), 1477-0342 (Online) (doi:10.1177/1471082X231176635)

statistical modelling

Stasinopoulos, Dimitrios M., Kneib, Thomas, Klein, Nadja, Mayr, Andreas and Heller, Gillian Z. (2024) Generalized Additive Models for Location, Scale and Shape: A Distributional Regression Approach, with Applications. Cambridge Series in Statistical and Probability Mathematics, 56 . Cambridge University Press, Cambridge, UK. ISBN 978-1009410069 (doi:10.1017/9781009410076)

zero-adjusted distribution

Stasinopoulos, Dimitrios M., Rigby, Robert A., Heller, Gillian Z. and De Bastiani, Fernanda (2023) P-splines and GAMLSS: a powerful combination, with an application to zero-adjusted distributions. Statistical Modelling, 23 (5-6). pp. 510-524. ISSN 1471-082X (Print), 1477-0342 (Online) (doi:10.1177/1471082X231176635)

zero-heavy distribution

Stasinopoulos, Dimitrios M., Rigby, Robert A., Heller, Gillian Z. and De Bastiani, Fernanda (2023) P-splines and GAMLSS: a powerful combination, with an application to zero-adjusted distributions. Statistical Modelling, 23 (5-6). pp. 510-524. ISSN 1471-082X (Print), 1477-0342 (Online) (doi:10.1177/1471082X231176635)

This list was generated on Fri Sep 11 21:11:53 2026 BST.