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Authors: Sandra E Safo
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Journal Article

Scalable randomized kernel methods for multiview data integration and prediction with application to Coronavirus disease Get access

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Sandra E Safo and Han Lu
Biostatistics, Volume 26, Issue 1, 2025, kxaf001, https://doi.org/10.1093/biostatistics/kxaf001
Published: 19 February 2025
Journal Article

HIP: a method for high-dimensional multi-view data integration and prediction accounting for subgroup heterogeneity

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Jessica Butts and others
Briefings in Bioinformatics, Volume 25, Issue 6, November 2024, bbae470, https://doi.org/10.1093/bib/bbae470
Published: 29 September 2024
Journal Article

DeepIDA-GRU: a deep learning pipeline for integrative discriminant analysis of cross-sectional and longitudinal multiview data with applications to inflammatory bowel disease classification

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Sarthak Jain and Sandra E Safo
Briefings in Bioinformatics, Volume 25, Issue 4, July 2024, bbae339, https://doi.org/10.1093/bib/bbae339
Published: 15 July 2024
Journal Article

Deep IDA: a deep learning approach for integrative discriminant analysis of multi-omics data with feature ranking—an application to COVID-19

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Jiuzhou Wang and Sandra E Safo
Bioinformatics Advances, Volume 4, Issue 1, 2024, vbae060, https://doi.org/10.1093/bioadv/vbae060
Published: 24 April 2024
Journal Article

mvlearnR and Shiny App for multiview learning

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Elise F Palzer and Sandra E Safo
Bioinformatics Advances, Volume 4, Issue 1, 2024, vbae005, https://doi.org/10.1093/bioadv/vbae005
Published: 16 January 2024
Journal Article

Investigation of Causal Effects of Protein Biomarkers on Cardiovascular Disease in Persons With HIV

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Cavan S Reilly and others
The Journal of Infectious Diseases, Volume 227, Issue 8, 15 April 2023, Pages 951–960, https://doi.org/10.1093/infdis/jiac496
Published: 29 December 2022
Journal Article

Bayesian integrative analysis and prediction with application to atherosclerosis cardiovascular disease

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Thierry Chekouo and Sandra E Safo
Biostatistics, Volume 24, Issue 1, January 2023, Pages 124–139, https://doi.org/10.1093/biostatistics/kxab016
Published: 10 May 2021
Journal Article

Sparse Linear Discriminant Analysis for Multiview Structured Data

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Sandra E. Safo and others
Biometrics, Volume 78, Issue 2, June 2022, Pages 612–623, https://doi.org/10.1111/biom.13458
Published: 19 March 2021
Journal Article

Penalized co-inertia analysis with applications to -omics data

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Eun Jeong Min and others
Bioinformatics, Volume 35, Issue 6, March 2019, Pages 1018–1025, https://doi.org/10.1093/bioinformatics/bty726
Published: 28 August 2018
Journal Article

Sparse Generalized Eigenvalue Problem with Application to Canonical Correlation Analysis for Integrative Analysis of Methylation and Gene Expression Data Get access

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Sandra E. Safo and others
Biometrics, Volume 74, Issue 4, December 2018, Pages 1362–1371, https://doi.org/10.1111/biom.12886
Published: 11 May 2018
Journal Article

Integrative Analysis of Transcriptomic and Metabolomic Data via Sparse Canonical Correlation Analysis with Incorporation of Biological Information Get access

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Sandra E. Safo and others
Biometrics, Volume 74, Issue 1, March 2018, Pages 300–312, https://doi.org/10.1111/biom.12715
Published: 08 May 2017