Iven Van Mechelen

KU Leuven — Belgium

Psychology · Social Sciences

41h-index6.3kcitations234works5.32yr avg
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Research Topics

Mental Health Research Topics(44), Bayesian Modeling and Causal Inference(23), Advanced Clustering Algorithms Research(22), Personality Traits and Psychology(20), Bayesian Methods and Mixture Models(19)

Publications234 total

Visualizing distributions of covariance matrices
Journal of Data Science Statistics and Visualisation·2025· 17 citedOpen Access
Optimal treatment regime estimation in practice: challenges and choices in a randomized clinical trial for depression
Biometrics·2025Open Access
Estimating optimal decision trees for treatment assignment: The case of K > 2 treatment alternatives
Behavior Research Methods·2024Open Access
Onset of a conceptual outline map to get a hold on the jungle of cluster analysis
Wiley Interdisciplinary Reviews Data Mining and Knowledge Discovery·2024· 4 citedOpen Access
C443: An R-package to see a forest for the trees
The R Journal·2023Open Access
Reflections on the concept of optimality of single decision point treatment regimes
Biometrical Journal·2023· 3 citedOpen Access
A white paper on good research practices in benchmarking: The case of cluster analysis
Wiley Interdisciplinary Reviews Data Mining and Knowledge Discovery·2023· 18 citedOpen Access
Onset of a conceptual outline map to get a hold on the jungle of cluster analysis
arXiv (Cornell University)·2023Open Access
Qualitative Interaction Trees [R package quint version 2.1.0]
2020
C443: a Methodology to See a Forest for the Trees
Journal of Classification·2020· 4 citedOpen Access
Weighted sparse principal component analysis
Chemometrics and Intelligent Laboratory Systems·2019· 13 citedOpen Access
Estimating the quality of optimal treatment regimes
Statistics in Medicine·2019· 6 citedOpen Access
Studying treatment-effect heterogeneity in precision medicine through induced subgroups
Journal of Biopharmaceutical Statistics·2019· 13 citedOpen Access
Cluster Analyses of a Target Data Set from the IFCS Cluster Benchmark Data Repository: Introduction to the Special Issue
Repository KITopen (Karlsruhe Institute of Technology)·2019Open Access
A Framework for Low-Level Data Fusion
Data handling in science and technology·2019· 20 cited
The impact of self-distancing on emotion explosiveness and accumulation: An fMRI study
PLoS ONE·2018· 18 citedOpen Access
Benchmarking in cluster analysis: A white paper
arXiv (Cornell University)·2018· 17 citedOpen Access
Depression severity moderates the relation between self-distancing and features of emotion unfolding
Personality and Individual Differences·2017· 12 citedOpen Access
Comparing Four Methods for Estimating Tree-Based Treatment Regimes
The International Journal of Biostatistics·2017· 16 citedOpen Access
The neural basis of emotions varies over time: different regions go with onset- and offset-bound processes underlying emotion intensity
Social Cognitive and Affective Neuroscience·2017· 40 citedOpen Access
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Frequent Co-authors

Peter Kuppens(10), Philippe Verduyn(10), Katrijn Van Deun(8), Eva Ceulemans(8), Paul De Boeck(7), Francis Tuerlinckx(4), Tom F. Wilderjans(4), John B. Nezlek(3), Dirk Smits(3), Lieven Thorrez(3), Henk A. L. Kiers(3), Elise Dusseldorp(3), Kristof Vansteelandt(3), Age K. Smilde(3), Iwin Leenen(3), Martijn Schouteden(3), Tinneke Timmermans(2), Hermina Van Coillie(2), Leentje Van Lommel(2), Frans Schuit(2)