Recent publications

• launch Tokuda, T., Goodrich, B., Van Mechelen, I., Gelman, A., Tuerlinckx, F. (2025). Visualizing distributions of covariance matrices. Journal of Data Science, Statistics, and Visualisation, 5 (7), 1-30. doi: 10.52933/jdssv.v5i7.132
• launch Stijven, F., Tran, T.D., Driessen, E., Alonso Abad, A., Molenberghs, G., Verbeke, G., Van Mechelen, I. (2025). Optimal treatment regime estimation in practice: Challenges and choices in a randomized clinical trial for depression. Biometrics, 81 (1), Art.No. ujaf026, 1-12. doi: 10.1093/biomtc/ujaf026 via repository
• launch Sies, A., Doove, L., Meers, K., Dusseldorp, E., Van Mechelen, I. (2024). Estimating optimal decision trees for treatment assignment: The case of K > 2 treatment alternatives. Behavior Research Methods, 56 (8), 8259-8268. doi: 10.3758/s13428-024-02470-9 via repository
• launch Van Mechelen, I., Hennig, C., Kiers, H.A L. (2024). Onset of a conceptual outline map to get a hold on the jungle of cluster analysis. Wiley Interdisciplinary Reviews-Data Mining And Knowledge Discovery, 14 (5), Art.No. e1547, 1-37. doi: 10.1002/widm.1547 via repository
• launch Sies, A., Van Mechelen, I., Meers, K. (2023). C443: An R-package to see a forest for the trees. R Journal, 15 (3), 59-78. doi: 10.32614/RJ-2023-062 via repository
• launch Tran, T.D., Abad, A.A., Verbeke, G., Molenberghs, G., Van Mechelen, I. (corresp. author) (2023). Reflections on the concept of optimality of single decision point treatment regimes. Biometrical Journal, 65 (8), Art.No. 2200285, 1-16. doi: 10.1002/bimj.202200285 via repository
• launch Van Mechelen, I. (corresp. author), Boulesteix, A-L., Dangl, R., Dean, N., Hennig, C., Leisch, F., Steinley, D., Warrens, M.J. (2023). A white paper on good research practices in benchmarking: The case of cluster analysis. Wiley Interdisciplinary Reviews-Data Mining And Knowledge Discovery, 13 (6), Art.No. e1511, 1-20. doi: 10.1002/widm.1511 via repository
• launch Sies, A., Van Mechelen, I. (2020). C443: A methodology to see a forest for the trees. Journal Of Classification, 37 (3), 730-753. doi: 10.1007/s00357-019-09350-4 via repository
• launch Van Deun, K., Thorrez, L., Coccia, M., Hasdemir, D., Westerhuis, J.A., Smilde, A.K., Van Mechelen, I. (2019). Weighted sparse principal component analysis. Chemometrics And Intelligent Laboratory Systems, 195, Art.No. 103875, 1-13. doi: 10.1016/j.chemolab.2019.103875 via repository
• launch Sies, A., Van Mechelen, I. (2019). Estimating the quality of optimal treatment regimes. Statistics In Medicine, 38, 4925-4938. doi: 10.1002/sim.8342 via repository