Research

Publications

Bauer, J. O. (2025). High-dimensional block diagonal covariance structure detection using singular vectors. Journal of Computational and Graphical Statistics, 34(3).

Bauer, J. O., Drabant, B. (2023). Regression based thresholds in principal loading analysis. Journal of Multivariate Analysis, 193.

Frongia, G., Weitz, D., Bauer, J. O., Probst, P., Steffens, F., Pfisterer, D., Mehrabi, A., Günther, P. (2022). Quality of Life Improves Following Laparoscopic Hemifundoplication in Neurologically Non-Impaired Children with Gastroesophageal Reflux Disease: A Propensity Score-Matched Analysis. Journal of investigative surgery, 35(2), 278–283.

Bauer, J. O., Drabant, B. (2021). Principal loading analysis. Journal of Multivariate Analysis, 184.

Working Papers

Battagliola, M. L., Bauer, J. O. (202X). Localized functional principal component analysis based on covariance structure; supplementary material available upon request.

Bauer, J. O. (202X). Divisive hierarchical variable clustering identified by singular vectors; supplementary material available upon request.

Frongia, G., Souri, N., Grieshaber, P., Loukanov, T., Gorenflo, M., Vuille-Dit-Bille, R. N., Bauer, J. O. , Mehrabi, A., Günther,P., Saur,P. (202X). The postoperative C-reactive protein value predicts the need for laparotomy following cardiac surgery for congenital heart disease in children - An analysis of 1013 consecutive cases.

Software

Bauer, J. O., Holzapfel, R. (2024). bdsvd: Block Detection Using Singular Value Decomposition. R package version 0.2.0.

Bauer, J. O., Holzapfel, R. (2023). prinvars: Principal Variables. R package version 1.0.0.

Conference Proceedings

Bauer, J. O. (2021). Correlation based principal loading analysis. Proceedings of the 2021 4th International Conference on Mathematics and Statistics.