dGAMLSS: an exact, distributed algorithm to fit Generalized Additive Models for Location, Scale, and Shape for privacy-preserving population reference charts

An R package providing examples of the dGAMLSS algorithm, as well as functions for sharing and aggregating site-specific parameters, is available at https://github.com/hufengling/dGAMLSS.

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Publication Details

Journal
Bioinformatics
Published
2025-12-24
DOI
https://doi.org/10.1093/bioinformatics/btaf625
Citations
1
Primary Topic
Privacy-Preserving Technologies in Data
Type
article
Field-Weighted Citation Impact
2.48
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article

dGAMLSS: an exact, distributed algorithm to fit Generalized Additive Models for Location, Scale, and Shape for privacy-preserving population reference charts

I. Skoog, A. David Edwards, Fair Ds, Lisa Eyler et al.
1 citations
Bioinformatics
Privacy-Preserving Technologies in Data
2.48
article

dGAMLSS: an exact, distributed algorithm to fit Generalized Additive Models for Location, Scale, and Shape for privacy-preserving population reference charts

I. Skoog, A. David Edwards, Fair Ds, Lisa Eyler, Lindsay W. Victoria, Deirel Paz-Linares, Margaret Gardner, E. William COURCHESNE, Matthew Borzage, R. A. I. Bethlehem, Cynthia M. Ortinau, P Vértes, F Crivello, 김기웅, Crossley Ns, Gemma Sullivan, Paul C. Fletcher, Hisham Ziauddeen, Mechelli Ar, J Seidlitz, David Mothersill, Lana Vasung, Brigitte Landeau, J. Lv, Valk Sd, Nicolaas Groenewold, Amanda Rodrigue, François Lalonde, E. Anagnostou, J. J. Crosbie, J Elman, Sarah E. Morgan, Ian Goodyer, Philip K. McGuire, Jonathan Ipser, Maria A. Di Biase, Casey Chertavian, Jong Bin Bae, Oskar H. Hansson, Jie Gao, Hasse E Karlsson, Katja H. Heuer, A. Zalesky, B. Mazoyer, Jetro J Tuulari, N. Traut, Niall Bourke, Richard Anthony Beare, Bharath Holla, Duncan E. Astle, Ruben C Gur, V. Warrier, Lídice Galán-García, Jason P. Lerch, Dan J Stein, Jiayi Tong, Xi-Nian Zuo, Tomas Paus, David H. Rowitch, Vivek Benegal, Minhui Ouyang, Gary Donohoe, Frauke Beyer, Andre [UNIFESP] Zugman, Carol E. Franz, Russell T Shnohara, Timothy Rittman, Conor Liston, Roberto Toro, Lisa Ronan, Anna Zettergren, Ray Dolan, Leo Paly, Andreas Heinz, Simon R White, Gareth Ball, Jay Giedd, Armin Raznahan, Aleks Stolicyn, Christina Chen, Saashi A Bedford, Xing Qian, Anqi Qiu, Marion Delarue, Karen Pierce, Ruben C Gur, Konrad Wagstyl, Richard Delorme, Trey Hedden, Giovanni A Salum, Heather J Zar, Manuel Blesa Cábez, Margaret L Westwater, B T Thomas Yeo, Samuel R Mathias, Christos Pantelis, Simon K Warfield, Ning Yang, Peter Fonagy, Lena Palaniyappan, Ryuta Kawashima, Manfred G Kitzbichler, John D Lewis, Theodore D Satterthwaite, Richard N Henson, Edward T Bullmore, John Blangero, Pedro A Valdes-Sosa, Chris Adamson, Travis T Mallard, Nicholas B Turk-Browne, Machteld Marcelis, Michael V Lombardo, Mitchell J Valdes-Sosa, Hao Huang, Therese van Amelsvoort, Vince D Calhoun, Gabriel A Devenyi, Kirsten A Donald, Wei Liao, Monica D Rosenberg, Rene S Kahn, Jacqueline Hoare, Reisa A Sperling, John H Gilmore, Christophe Tzourio, Jiao Li, Sylvane Desrivieres, Michael Schöll, Zdenka Pausova, Yin-Shan S Wang, Kamen A Tsvetanov, Jacob W Vogel, Peter B Jones, David C Glahn, Kevin Sun, Dabriel Zimmerman, Juan H Zhou, John Suckling, Simon Baron-Cohen, Benjamin Thyreau, Hongzhe Li, Étienne Vachon-Presseau, Aaron F Alexander-Bloch, Russell T Shinohara, Gaël Chetelat, Mallar M Chakravarty, Michael J Meaney, Andrea P Jackowski, Christopher D Smyser, Elizabeth A Kelley, Christopher F Hammill, Yong Chen, Aaron P Schultz, Jorge F Bosch-Bayard, H Lina Schaare, P E Grant, Sophie Adler, Cameron T Ellis, Faith M Gunning, Rafael Romero-Garcia, Russell J Schachar, Heather C Whalley, Clifford R Jack Jr, David T Jones, Yap S Chong, Andrew A Chen, David Sharp, Caitlin K Rollins, Katharine Dunlop, A Veronica Witte, Pedro M Pan, James P Boardman, Avram J Holmes, William S Kremen, Ali Gholipour, Bratislav Misic, Linnea Karlsson, Manuela Costantino, Muhammad Ayub, Arno Villringer, Eric Westman, Alexa Pichet Binette, Vanessa L Cropley, Kevin M Anderson, Silke Kern
article en
1 citations

Abstract

An R package providing examples of the dGAMLSS algorithm, as well as functions for sharing and aggregating site-specific parameters, is available at https://github.com/hufengling/dGAMLSS.

BioinformaticsVol. 42(1)
Children's Hospital of Philadelphia (US), Johns Hopkins University (US), Medical University of South Carolina (US), University of Cambridge (GB), Cambridge School (PT), Bridge University (SS), Penn Center for AIDS Research (US), University of Pennsylvania (US)
Openalex Percentile: Top 6%
Privacy-Preserving Technologies in Data
2.48
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