Publications

N. KleinDistributional Regression for Data AnalysisAnnual Review of Statistics and Its Application, vol. 11, no. 1, pp. 321—346, Apr. 2024. Annual Reviews.

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S. Roilo, A. Paulus, V. Alarcón-Segura, L. Kock, M. Beckmann, N. Klein and A. Cord Quantifying agricultural land-use intensity for spatial biodiversity modelling: implications of different metrics and spatial aggregation methodsLandscape Ecology, vol. 39, no. 3, Feb. 2024. Springer Science and Business Media LLC.

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Y. Rosenblum, M. Pereira, O. Stange, F. Weber, L. Bovy, S. Tzioridou, E. Lancini, D. Neville, N. Klein, T. De Wolff, M. Stritzke, I. Kersten, M. Uhr, J. Claassen, A. Steiger, M. Verbeek and M. Dresler Divergent Associations of Slow-Wave Sleep versus Rapid Eye Movement Sleep with Plasma Amyloid-BetaAnnals of Neurology, vol. 96, no. 1, pp. 46—60, Apr. 2024. Wiley.

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I. Dormuth, M. Pauly, G. Rauch and C. Herrmann Sample Size Calculation Under Nonproportional Hazards Using Average Hazard RatiosBiometrical Journal, vol. 66, no. 6, Aug. 2024. Wiley.

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Z. Purcell, M. Dong, A. Nussberger, N. Köbis and M. Jakesch People have different expectations for their own versus others' use of AI-mediated communication toolsBritish Journal of Psychology, Sep. 2024. Wiley.

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A. Groyecka-Bernard, P. Sorokowski, M. Karwowski, S. Roberts, T. Aavik, G. Akello, C. Alm, N. Amjad, K. Asao, C. Atama, D. Atamtürk Duyar, R. Ayebare, C. Batres, A. Bensafia, A. Bertoni, B. Bizumic, M. Boussena, D. Buss, M. Butovskaya, S. Can, A. Carrier, H. Cetinkaya, D. Conroy-Beam, M. Varella, I. Croy, R. Cueto, M. Czerwonka, M. Czub, S. Donato, D. Dronova, S. Dural, I. Duyar, B. Ertugrul, A. Espinosa, C. Esteves, T. Frackowiak, A. Gajda, M. Galewska-Kustra, J. Contreras Graduño, F. Guemaz, I. Hromatko, C. Hui, I. Herak, R. Iafrate, J. Jaafar, D. Jankowska, F. Jiang, K. Kafetsios, T. Kavčič, N. Kervyn, N. Köbis, I. Lebuda, G. Lennard, E. León, T. Lindholm, M. Madallh Alhabahba, Z. Manesi, S. Mckerchar, G. Misra, C. Monaghan, E. Mora, A. Moya-Garófano, B. Musil, J. Natividade, G. Nizharadze, E. Oberzaucher, A. Oleszkiewicz, M. Omar Fauzee, I. Onyishi, B. Özener, F. Pazhoohi, M. Perun, A. Pisanski, K. Pisanski, E. Ponciano, C. Popa, P. Prokop, M. Rizwan, S. Salkičevi\'c, S. Schmehl, O. Senyk, S. Sharad, F. Simonetti, M. Tadinac, K. Ugalde González, O. Uhryn, C. Vauclair, D. Vega, E. Weremczuk-Marczyńska, D. Ajeng Widarini, G. Yoo, M. Zupančič, A. Anjum, A. Shahid and A. Sorokowska Conservatism Negatively Predicts Creativity: A Study Across 28 CountriesJournal of Cross-Cultural Psychology, Apr. 2024. SAGE Publications.

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M. Wischnewski and N. KrämerDoes Polarizing News Become Less Polarizing When Written by an AI?Journal of Media Psychology, Aug. 2024. Hogrefe Publishing Group.

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M. Thurow, F. Dumpert, B. Ramosaj and M. PaulyAssessing the multivariate distributional accuracy of common imputation methodsStatistical Journal of the IAOS, vol. 40, no. 1, pp. 99—108, 2024. IOS Press.

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A. Alibakhshi and L. V. Schäfer Electron iso-density surfaces provide a thermodynamically consistent representation of atomic and molecular surfacesNature Communications, vol. 15, no. 1, Jul. 2024. Springer Science and Business Media LLC.

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C. Bischof, N. Hohensee, F. Dietel, P. Doebler, N. Klein and U. Buhlmann Emotion Regulation in Obsessive-Compulsive Disorder: An Ecological Momentary Assessment StudyBehavior Therapy, Feb. 2024. Elsevier BV.

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F. Kistner, J. Tulowietzki, L. Slaney, S. Alibhai, Z. Jewell, B. Ramosaj and M. PaulyEnhancing endangered species monitoring by lowering data entry requirements with imputation techniques as a preprocessing step for the footprint identification technology (FIT)Ecological Informatics, pp. 102676, 2024. Elsevier.

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T. Emura, M. Ditzhaus, D. Dobler and K. Murotani Factorial survival analysis for treatment effects under dependent censoringStatistical Methods in Medical Research, vol. 33, no. 1, pp. 61—79, 2024.

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M. Wischnewski, N. Krämer, C. Janiesch, E. Müller, T. Schnitzler and C. Newen In Seal We Trust? Investigating the Effect of Certifications on Perceived Trustworthiness of AI SystemsHuman-Machine Communication, vol. 8, pp. 141—162, 2024. Communication and Social Robotics Labs.

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S. Lutz and D. NeiderInterpretable Machine Learning via Linear Temporal LogicDataNinja sAIOnARA Conference, pp. DataNinja sAIOnARA 2024 Conference, 2024. DataNinja sAIOnARA Conference.

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A. Von Schenk, V. Klockmann, J. Bonnefon, I. Rahwan and N. KöbisLie detection algorithms disrupt the social dynamics of accusation behavioriScience, pp. 110201, Jun. 2024. Elsevier BV.

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H. Leutheuser, M. Bartholet, A. Marx, M. Pfister, M. Burckhardt, S. Bachmann and J. E. Vogt Predicting Risk for Nocturnal Hypoglycemia after Physical Activity in Children with Type 1 DiabetesFrontiers in Medicine, vol. 11, Aug. 2024. Frontiers.

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T. Katzke, S. Lutz, E. Müller and D. NeiderProvable Guarantees for Deep Learning-Based Anomaly Detection through Logical ConstraintsDataNinja sAIOnARA Conference, pp. DataNinja sAIOnARA 2024 Conference, 2024. DataNinja sAIOnARA Conference.

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M. Baumeister, M. Ditzhaus and M. PaulyQuantile-based MANOVA: A new tool for inferring multivariate data in factorial designsJournal of Multivariate Analysis, vol. 199, pp. 105246, Jan. 2024. Elsevier.

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C. Starke, A. Ventura, C. Bersch, M. Cha, C. Vreese, P. Doebler, M. Dong, N. Krämer, M. Leib, J. Peter, L. Schäfer, I. Soraperra, J. Szczuka, E. Tuchtfeld, R. Wald and N. KöbisRisks and protective measures for synthetic relationshipsNature Human Behaviour, vol. 8, no. 10, pp. 1834—1836, Oct. 2024. Springer Science and Business Media LLC.

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M. Munko, M. Ditzhaus, D. Dobler and J. Genuneit RMST-based multiple contrast tests in general factorial designsStatistics in Medicine, vol. 43, no. 10, pp. 1849—1866, Feb. 2024. Wiley.

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M. Thurow, T. Welz, E. Knop, T. Friede and M. PaulyRobust confidence intervals for meta-regression with interaction effectsComputational Statistics, Aug. 2024. Springer.

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R. Raha, R. Roy, N. Fijalkow and D. NeiderScarlet: Scalable Anytime Algorithms for Learning Fragments of Linear Temporal LogicJournal Open Source Software, vol. 9, no. 93, pp. 5052, 2024.

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A. Mondal, M. Pauly and S. Kumar Testing against ordered alternatives in one-way ANOVA model with exponential errorsAnnals of the Institute of Statistical Mathematics, pp. 1—30, 2024. Springer.

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J. Rutinowski, S. Franke, J. Endendyk, I. Dormuth, M. Roidl and M. PaulyThe self-perception and political biases of ChatGPTHuman Behavior and Emerging Technologies, vol. 2024, 2024. Hindawi.

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L. Schmid, D. Biebert, C. Hakert, K. Chen, M. Lang, M. Pauly and J. Chen TREE: Tree Regularization for Efficient ExecutionArXiv, 2024.

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P. Buczak, A. Groll, M. Pauly, J. Rehof and D. Horn Using sequential statistical tests for efficient hyperparameter tuningAStA Advances in Statistical Analysis, pp. 1—20, 2024. Springer.

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M. Kertel, S. Harmeling, M. Pauly and N. KleinLearning Causal Graphs in Manufacturing Domains Using Structural Equation ModelsInternational Journal of Semantic Computing, vol. 17, no. 04, pp. 511—528, Jul. 2023. World Scientific Pub Co Pte Ltd.

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B. Schmidt, C. Sers and N. KleinBannMI deciphers potential n-to-1 information transduction in signaling pathways to unravel message of intrinsic apoptosisBioinformatics Advances, vol. 4, no. 1, Nov. 2023. Oxford University Press (OUP).

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J. Rathjens, A. Kolbe, J. Hölzer, K. Ickstadt and N. KleinBivariate Analysis of Birth Weight and Gestational Age by Bayesian Distributional Regression with CopulasStatistics in Biosciences, vol. 16, no. 1, pp. 290—317, Oct. 2023. Springer Science and Business Media LLC.

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T. Kutzker, N. Klein and D. Wied Flexible specification testing in quantile regression modelsScandinavian Journal of Statistics, vol. 51, no. 1, pp. 355—383, Aug. 2023. Wiley.

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N. Klein, M. Smith and D. Nott Deep distributional time series models and the probabilistic forecasting of intraday electricity pricesJournal of Applied Econometrics, vol. 38, no. 4, pp. 493—511, Mar. 2023. Wiley.

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M. Schmid, T. Friede, N. Klein and L. Weinhold Accounting for time dependency in meta-analyses of concordance probability estimatesResearch Synthesis Methods, vol. 14, no. 6, pp. 807—823, Jul. 2023. Wiley.

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D. Rügamer, C. Kolb and N. KleinSemi-Structured Distributional RegressionThe American Statistician, vol. 78, no. 1, pp. 88—99, Feb. 2023. Informa UK Limited.

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V. Alarcón-Segura, S. Roilo, A. Paulus, M. Beckmann, N. Klein and A. Cord Farm structure and environmental context drive farmers\textquoteright decisions on the spatial distribution of ecological focus areas in GermanyLandscape Ecology, vol. 38, no. 9, pp. 2293—2305, Jul. 2023. Springer Science and Business Media LLC.

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I. Dormuth, T. Liu, J. Xu, M. Pauly and M. Ditzhaus A comparative study to alternatives to the log-rank testContemporary Clinical Trials, vol. 128, pp. 107165, May 2023.

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H. Decker, N. E. Cetinkaya and N. KrämerA Cross-National Evaluation of a Value-Based Measure of Political Orientation (POS)PsyArXiv Preprints, Jun. 2023. Center for Open Science.

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L. Kuhlmann and M. PaulyA Dynamic Systems Model for an Economic Evaluation of Sales Forecasting MethodsTehnički glasnik, vol. 17, no. 3, pp. 397—404, 2023. Sveučilište Sjever.

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Y. Meier and N. KrämerA longitudinal examination of Internet users' privacy protection behaviors in relation to their perceived collective value of privacy and individual privacy concernsNew Media & Society, pp. 146144482211427, Jan. 2023. SAGE Publications.

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A. Razen, W. Brunauer, N. Klein, T. Kneib, S. Lang and N. Umlauf A multilevel analysis of real estate valuation using distributional and quantile regressionStatistical Modelling, Apr. 2023. SAGE Publications.

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P. Buczak, J. Chen and M. PaulyAnalyzing the Effect of Imputation on Classification Performance under MCAR and MAR Missing MechanismsEntropy, vol. 25, no. 3, pp. 521, Mar. 2023.

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M. Jansen and N. C. KrämerBalancing perceptions of targeting: An investigation of political microtargeting transparency through a calculus approachPLOS ONE, vol. 18, no. 12, pp. e0295329, Dec. 2023. Public Library of Science (PLoS).

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M. Carlan, T. Kneib and N. KleinBayesian Conditional Transformation ModelsJournal of the American Statistical Association, pp. 1—14, May 2023.

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A. Strömer, N. Klein, C. Staerk, H. Klinkhammer and A. Mayr Boosting multivariate structured additive distributional regression modelsStatistics in Medicine, vol. 42, no. 11, pp. 1779—1801, Mar. 2023. Wiley.

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T. Welz, W. Viechtbauer and M. PaulyCluster-robust estimators for multivariate mixed-effects meta-regressionComputational Statistics & Data Analysis, vol. 179, pp. 107631, Mar. 2023.

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L. Schmid, M. Roidl and M. PaulyComparing statistical and machine learning methods for time series forecasting in data-driven logistics — A simulation studyArXiv, Mar. 2023. arXiv.

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B. Ramosaj and M. PaulyConsistent and unbiased variable selection under indepedent features using Random Forest permutation importanceBernoulli, vol. 29, no. 3, pp. 2101—2118, 2023. Bernoulli Society for Mathematical Statistics and Probability.

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N. R. Nair, L. Schmid, F. M. Rueda, M. Pauly, G. A. Fink and C. Reining Dataset Bias in Human Activity RecognitionArXiv, Jan. 2023. arXiv.

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V. Medina-Olivares and R. Calabrese Detecting Consumers' Financial Vulnerability using Open Banking Data: Evidence from UK Payday LoansArXiv, May 2023. arXiv.

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Y. Meier and N. KrämerDifferences in Access to Privacy Information Can Partly Explain Digital Inequalities in Privacy Literacy and Self-EfficacyPsyArXiv Preprints, Jul. 2023. Center for Open Science.

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B. L. Schwienhorst, L. Kock, D. J. Nott and N. KleinDropout Regularization in Extended Generalized Linear Models based on Double Exponential FamiliesArXiv, 2023. arXiv.

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S. Wilker, V. Vukojevic, A. Schneider, A. Pfeiffer, S. Inerle, M. Pauly, T. Elbert, A. Papassotiropoulos, D. Quervain and I. Kolassa Epigenetics of traumatic stress: The association of NR3C1 methylation and posttraumatic stress disorder symptom changes in response to narrative exposure therapyTranslational Psychiatry, vol. 13, no. 1, pp. 14, 2023. Nature Publishing Group UK London.

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K. Borys, Y. A. Schmitt, M. Nauta, C. Seifert, N. Krämer, C. M. Friedrich and F. Nensa Explainable AI in medical imaging: An overview for clinical practitioners — Beyond saliency-based XAI approachesEuropean Journal of Radiology, vol. 162, pp. 110786, May 2023. Elsevier BV.

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E. Bitsikas, T. Schnitzler, C. Pöpper and A. Ranganathan Freaky Leaky SMS: Extracting User Locations by Analyzing SMS TimingsArXiv, 2023. arXiv.

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M. Munko, M. Ditzhaus, M. Pauly, Ł. Smaga and J. Zhang General multiple tests for functional dataArXiv, Jun. 2023. arXiv.

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A. Tsitsulin, J. Palowitch, B. Perozzi and E. MüllerGraph Clustering with Graph Neural NetworksJournal of Machine Learning Research, vol. 24, no. 127, pp. 1—21, 2023.

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F. Zargar, L. Frentzel-Beyme, E. Lewers, B. Koczy and N. Krämerhistagram: Investigating Emotions in Historical Representations on InstagramPsyArXiv Preprints, May 2023. PsyArXiv.

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L. Frentzel-Beyme and N. C. KrämerHistorical time machines: Experimentally investigating potentials and impacts of immersion in historical VR on history education and morality.Technology, Mind, and Behavior, vol. 4, no. 1, Feb. 2023. American Psychological Association (APA).

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M. Thurow, I. Dormuth, C. Sauer, M. Ditzhaus and M. PaulyHow to Simulate Realistic Survival Data? A Simulation Study to Compare Realistic Simulation ModelsArXiv, 2023. arXiv.

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B. Bischl, M. Binder, M. Lang, T. Pielok, J. Richter, S. Coors, J. Thomas, T. Ullmann, M. Becker, A. Boulesteix, D. Deng and M. Lindauer Hyperparameter optimization: Foundations, algorithms, best practices, and open challengesWIREs Data Mining and Knowledge Discovery, Jan. 2023.

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H. Decker and N. KrämerIs Personality Key? Persuasive Effects of Prior Attitudes and Personality in Political MicrotargetingMedia and Communication, vol. 11, no. 3, pp. 250—261, Aug. 2023. Cogitatio.

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A. Küper, G. Lodde, E. Livingstone, D. Schadendorf and N. KrämerMitigating cognitive bias with clinical decision support systems: an experimental studyJournal of Decision Systems, pp. 1—20, Aug. 2023. Informa UK Limited.

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F. Karl, T. Pielok, J. Moosbauer, F. Pfisterer, S. Coors, M. Binder, L. Schneider, J. Thomas, J. Richter, M. Lang, E. C. Garrido-Merchán, J. Branke and B. Bischl Multi-Objective Hyperparameter Optimization in Machine Learning - An OverviewACM Transactions on Evolutionary Learning and Optimization, vol. 3, no. 4, pp. 1—50, Dec. 2023. Association for Computing Machinery (ACM).

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C. Balestra, B. Li and E. MüllerOn the Consistency and Robustness of Saliency Explanations for Time Series ClassificationArXiv, Sep. 2023. arXiv.

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L. Frentzel-Beyme, M. Holtze, J. M. Szczuka and N. KrämerPosting from the PastWeizenbaum Journal, Jul. 2023. Weizenbaum Institute for the Networked Society - The German Internet Institute.

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C. Balestra, C. Maj, E. Müller and A. Mayr Redundancy-aware unsupervised ranking based on game theory: Ranking pathways in collections of gene setsPlos One, vol. 18, no. 3, pp. e0282699, Mar. 2023.

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S. Friedrich, A. Groll, K. Ickstadt, T. Kneib, M. Pauly, J. Rahnenführer and T. Friede Regularization approaches in clinical biostatistics: A review of methods and their applicationsStatistical Methods in Medical Research, vol. 32, no. 2, pp. 425—440, 2023. SAGE Publications Sage UK: London, England.

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N. Umlauf, JohannesSeiler, M. Wetscher, T. Simon, S. Lang and N. KleinScalable Estimation for Structured Additive Distributional RegressionArXiv, Jan. 2023. arXiv.

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T. Ngo, M. Wischnewski, R. Bernemann, M. Jansen and N. KrämerSpot the bot: Investigating user's detection cues for social bots and their willingness to verify Twitter profilesComputers in Human Behavior, vol. 146, pp. 107819, Sep. 2023. Elsevier BV.

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A. Mondal, M. Pauly and S. Kumar Testing for ordered alternatives in heteroscedastic ANOVA under normalityStatistical Papers, vol. 64, no. 6, pp. 1913—1941, 2023.

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P. Sattler and M. PaulyTesting Hypotheses about Correlation Matrices in General MANOVA DesignsTest, pp. 1—23, 2023.

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E. S. Knop, M. Pauly, T. Friede and T. Welz The consequences of neglected confounding and interactions in mixed-effects meta-regression: An illustrative exampleResearch Synthesis Methods, 2023. Wiley Online Library.

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V. Medina-Olivares, S. Lessmann and N. KleinThe Deep Promotion Time Cure ModelArXiv, Jun. 2023. arXiv.

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E. S. Knop, M. Pauly, T. Friede and T. Welz The impact of neglected confounding and interactions in mixed-effects meta-regressionArXiv, Jan. 2023. arXiv.

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L. Schmid, A. Gerharz, A. Groll and M. PaulyTree-based ensembles for multi-output regression: Comparing multivariate approaches with separate univariate onesComputational Statistics & Data Analysis, vol. 179, pp. 107628, Mar. 2023.

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L. Kock and N. KleinTruly Multivariate Structured Additive Distributional RegressionArXiv, Jun. 2023. arXiv.

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Y. Meier, A. Oeldorf-Hirsch and N. C. KrämerWho Is Targeting Me? Privacy Perceptions of and Responses to Commercial and Political Targeted Advertising on Social MediaJournal of Advertising, pp. 1—18, Dec. 2023. Informa UK Limited.

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S. Basak, M. Pauly and S. Kumar Adaptive tests for ANOVA in Fisher-von Mises-Langevin populations under heteroscedasticityComputational Statistics, Oct. 2022.

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J. Moosbauer, M. Binder, L. Schneider, F. Pfisterer, M. Becker, M. Lang, L. Kotthoff and B. Bischl Automated Benchmark-Driven Design and Explanation of Hyperparameter OptimizersIEEE Transactions on Evolutionary Computation, vol. 26, no. 6, pp. 1336—1350, Dec. 2022.

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M. Kertel and M. PaulyEstimating Gaussian Copulas with Missing Data with and without Expert KnowledgeEntropy, vol. 24, no. 12, pp. 1849, Dec. 2022.

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L. Schaewitz, A. J. Flanagin, T. Hoss, L. Kölmel, M. J. Metzger, S. Winter and N. C. KrämerSocial Sharing of Political Disinformation: Effects of Tie Strength, Message Valence, and Corrective Information on Evaluations of Political FiguresWestern Journal of Communication, vol. 87, no. 2, pp. 173—195, Aug. 2022. Informa UK Limited.

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