Dr. A. (Andreas) Alfons
Publications
Article (18)
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Academic (18)
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Alfons, A., & Welz, M. (2024). Open Science Perspectives on Machine Learning for the Identification of Careless Responding: A New Hope or Phantom Menace? Social and Personality Psychology Compass, 18(2), Article e12941. https://doi.org/10.1111/spc3.12941
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Alfons, A., Archimbaud, A., Nordhausen, K., & Ruiz-Gazen, A. (2024). Tandem clustering with invariant coordinate selection. Econometrics and Statistics. https://doi.org/10.1016/j.ecosta.2024.03.002
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Alfons, A., Ates, N. Y., & Groenen, P. J. F. (2022). A robust bootstrap test for mediation analysis. Organizational Research Methods, 25(3), 591-617. https://doi.org/10.1177/1094428121999096
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Alfons, A., Ates, N. Y., & Groenen, P. J. F. (2022). Robust Mediation Analysis: The R Package robmed. Journal of Statistical Software, 103(13), 1-45. https://doi.org/10.18637/jss.v103.i13
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Alfons, A. (2021). robustHD: An R package for robust regression with high-dimensional data. Journal of Open Source Software, 6(67), Article 3786. https://doi.org/10.21105/joss.03786
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Stefelova, N., Alfons, A., Palarea-Albaladejo, J., Filzmoser, P., & Hron, K. (2021). Robust regression with compositional covariates including cellwise outliers. Advances in Data Analysis and Classification, 15(4), 869-909. https://doi.org/10.1007/s11634-021-00436-9
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Alfons, A., Croux, C., & Filzmoser, P. (2017). Robust maximum association measures. Journal of the American Statistical Association, 112(517), 436-445. https://doi.org/10.1080/01621459.2016.1148609
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Ă–llerer, V., Alfons, A., & Croux, C. (2016). The shooting S-estimator for robust regression. Computational Statistics, 31(3), 829-844. https://doi.org/10.1007/s00180-015-0593-7, https://doi.org/10.1007/s00180-015-0593-7
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Alfons, A., Croux, C., & Gelper, S. (2016). Robust groupwise least angle regression. Computational Statistics & Data Analysis, 93, 421-435. https://doi.org/10.1016/j.csda.2015.02.007
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Alfons, A., Croux, C., & Filzmoser, P. (2016). Robust maximum association between data sets: The R package ccaPP. Austrian Journal of Statistics, 45(1), 71-79. https://doi.org/10.17713/ajs.v45i1.90
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Ă–llerer, V., Croux, C., & Alfons, A. (2015). The influence function of penalized regression estimators. Statistics, 49(4), 741-765. https://doi.org/10.1080/02331888.2014.922563, https://doi.org/10.1080/02331888.2014.922563
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Alfons, A., Croux, C., & Gelper, S. (2013). Sparse least trimmed squares regression for analyzing high-dimensional large data sets. Annals of Applied Statistics, 7(1), 226-248. https://doi.org/10.1214/12-AOAS575
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Alfons, A., & Templ, M. (2013). Estimation of social exclusion indicators from complex surveys: The R package laeken. Journal of Statistical Software, 54(15), 1-25. https://doi.org/10.18637/jss.v054.i15
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Alfons, A., Templ, M., & Filzmoser, P. (2013). Robust estimation of economic indicators from survey samples based on Pareto tail modeling. Journal of the Royal Statistical Society. Series C, Applied Statistics, 62(2), 271-286. https://doi.org/10.1111/j.1467-9876.2012.01063.x
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Templ, M., Alfons, A., & Filzmoser, P. (2012). Exploring incomplete data using visualization techniques. Advances in Data Analysis and Classification, 6(1), 29-47. https://doi.org/10.1007/s11634-011-0102-y
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Alfons, A., Kraft, S., Templ, M., & Filzmoser, P. (2011). Simulation of close-to-reality population data for household surveys with application to EU-SILC. Statistical Methods and Applications, 20(3), 383-407. https://doi.org/10.1007/s10260-011-0163-2
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Alfons, A., Baaske, WE., Filzmoser, P., Mader, W., & Wieser, R. (2011). Robust variable selection with application to quality of life research. Statistical Methods and Applications, 20(1), 65-82. https://doi.org/10.1007/s10260-010-0151-y
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Alfons, A., Templ, M., & Filzmoser, P. (2010). An object-oriented framework for statistical simulation: The R package simFrame. Journal of Statistical Software, 37(3), 1-36. https://doi.org/10.18637/jss.v037.i03
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Book (1)
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Academic (1)
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Alfons, A. (2011). Simulation and Robust Statistics: Application to Laeken Indicators and Quality of Life Research. SĂ¼dwestdeutscher Verlag fĂ¼r Hochschulschriften.
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Chapter (2)
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Academic (2)
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Alfons, A., Templ, M., Filzmoser, P., & Holzer, J. (2010). A comparison of robust methods for Pareto tail modeling in the case of Laeken indicators. In C. Borgelt, G. GonzĂ¡lez-RodrĂguez, W. Trutschnig, M. A. Lubiano, M. A. Gil, P. Grzegorzewski, & O. Hryniewicz (Eds.), Combining Soft Computing and Statistical Methods in Data Analysis (pp. 17-24). Springer-Verlag.
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Templ, M., & Alfons, A. (2010). Disclosure risk of synthetic population data with application in the case of EU-SILC. In J. Domingo-Ferrer, & E. Magkos (Eds.), Privacy in Statistical Databases (pp. 174-186). Springer-Verlag.
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Conference proceeding (1)
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Academic (1)
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Alfons, A., Templ, M., & Filzmoser, P. (2010). Contamination models in the R package simFrame for statistical simulation. In S. Aivazian, P. Filzmoser, & Y. Kharin (Eds.), Computer Data Analysis and Modeling: Complex Stochastic Data and Systems, Volume 2 (pp. 178-181)
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Software (14)
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Academic (14)
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Alfons, A. (2023). robustHD: Robust Methods for High-Dimensional Data. Software https://cran.r-project.org/package=robustHD
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Nordhausen, K., Alfons, A., Archimbaud, A., Oja, H., Ruiz-Gazen, A., & Tyler, D. E. (2023). ICS: Tools for Exploring Multivariate Data via ICS/ICA. Software https://cran.r-project.org/package=ICS
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Archimbaud, A., Alfons, A., Nordhausen, K., & Ruiz-Gazen, A. (2023). ICSClust: Tandem Clustering with Invariant Coordinate Selection. Software https://cran.r-project.org/package=ICSClust
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Alfons, A. (2023). robmed: (Robust) Mediation Analysis. Software https://cran.r-project.org/package=robmed
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Alfons, A., Archimbaud, A., & Drenth, V. (2023). robmedExtra: Extra Functionality for (Robust) Mediation Analysis. Software https://cran.r-project.org/package=robmedExtra
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Alfons, A. (2023). ROBMED: SPSS R extension bundle for robust mediation analysis. Software https://doi.org/10.25397/eur.19354268.v2
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Templ, M., Kowarik, A., Meindl, B., & Alfons, A. (2022). simPop: Simulation of Complex Synthetic Data Information. Software https://cran.r-project.org/package=simPop
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Templ, M., Kowarik, A., Alfons, A., de Cillia, G., & Rannetbauer, W. (2022). VIM: Visualization and Imputation of Missing Values. Software https://cran.r-project.org/package=VIM
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Welz, M., Alfons, A., Demirer, M., & Chernozhukov, V. (2022). GenericML: Generic Machine Learning Inference. Software https://CRAN.R-project.org/package=GenericML
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Alfons, A. (2021). perry: Resampling-Based Prediction Error Estimation for Regression Models. Software https://cran.r-project.org/package=perry
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Alfons, A. (2021). perryExamples: Examples for Integrating Prediction Error Estimation into Regression Models. Software https://cran.r-project.org/package=perryExamples
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Alfons, A. (2021). simFrame: Simulation Framework. Software https://cran.r-project.org/package=simFrame
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Alfons, A., Holzer, J., & Templ, M. (2021). laeken: Estimation of Indicators on Social Exclusion and Poverty. Software https://cran.r-project.org/package=laeken
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Alfons, A. (2019). ccaPP: (Robust) Canonical Correlation Analysis via Projection Pursuit. Software https://cran.r-project.org/package=ccaPP
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Additional activities (9)
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International Conference on Robust Statistics and Data Science, Statistics & Visualisation
Organising and contributing to an event (Academic)
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International Workshop on Psychometric Computing
Organising and contributing to an event (Academic)
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Journal of Data Science, Statistics and Visualisation (Journal)
Editorial work (Academic)
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International Conference on Robust Statistics
Organising and contributing to an event (Academic)
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Journal of Statistical Software (Journal)
Editorial work (Academic)
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International Conference of the ERCIM WG on Computational and Methodological Statistics
Organising and contributing to an event (Academic)
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Data Science, Statistics & Visualisation and European Conference on Data Analysis
Organising and contributing to an event (Academic)
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Econometric Institute Workshop: Robust Statistics
Organising and contributing to an event (Academic)
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Austrian Journal of Statistics (Journal)
Editorial work (Academic)
PhD Tracks (2)
- Role: Co-promotor
- PhD Candidate: Gertjan van den Burg
- Time frame: 2012 - 2018
- Role: Co-promotor
- PhD Candidate: Max Felix Orson Welz
- Time frame: 2020 -
Events (64)
Address
Office: ET-03
Burgemeester Oudlaan 50
3062 PA Rotterdam
Postbus 1738
3000 DR Rotterdam
Netherlands