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Browsing by Author "Voelkle, Manuel"
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2019-04ZeitschriftenartikelADHD Traits in German School-Aged Children: Validation of the German Strengths and Weaknesses of ADHS Symptoms and Normal Behavior (SWAN-DE) Scale Schulz-Zhecheva, Yoanna; Voelkle, Manuel; Beauducel, André; Buch, Nadja; Fleischhaker, Christian; Bender, Stephan; Saville, Christopher W N; Biscaldi, Monica; Klein, ChristophObjective: The Strengths and Weaknesses of ADHS–Symptoms and Normal Behavior (SWAN) Scale has been developed to support the dimensional assessment of ADHD symptoms by capturing variance on both poles of the ADHD continuum. ...
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2018-05-07ZeitschriftenartikelAn Adult Developmental Approach to Perceived Facial Attractiveness and Distinctiveness Ebner, Natalie C.; Luedicke, Joerg; Voelkle, Manuel; Riediger, Michaela; Lin, Tian; Lindenberger, UlmanAttractiveness and distinctiveness constitute facial features with high biological and social relevance. Bringing a developmental perspective to research on social-cognitive face perception, we used a large set of faces ...
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2019-11-19ZeitschriftenartikelContinuous-time modeling in prevention research: An illustration Hecht, Martin; Voelkle, ManuelThe analysis of cross-lagged relationships is a popular approach in prevention research to explore the dynamics between constructs over time. However, a limitation of commonly used cross-lagged models is the requirement ...
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2022-03-10ZeitschriftenartikelCoping with the COVID-19 Pandemic: Perceived Changes in Psychological Vulnerability, Resilience and Social Cohesion before, during and after Lockdown Silveira, Sarita; Hecht, Martin; Matthaeus, Hannah; Adli, Mazda; Voelkle, Manuel; Singer, TaniaThe COVID-19 pandemic and associated lockdowns have posed unique and severe challenges to our global society. To gain an integrative understanding of pervasive social and mental health impacts in 3522 Berlin residents aged ...
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2017-10-20ZeitschriftenartikelDiscrete- vs. Continuous-Time Modeling of Unequally Spaced Experience Sampling Method Data de Haan-Rietdijk, Silvia; Voelkle, Manuel; Keijsers, Loes; Hamaker, Ellen L.The Experience Sampling Method is a common approach in psychological research for collecting intensive longitudinal data with high ecological validity. One characteristic of ESM data is that it is often unequally spaced, ...
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2020-01-06ZeitschriftenartikelErgodic Subspace Analysis von Oertzen, Timo; Schmiedek, Florian; Voelkle, ManuelProperties of psychological variables at the mean or variance level can differ between persons and within persons across multiple time points. For example, cross-sectional findings between persons of different ages do not ...
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2022-03-11ZeitschriftenartikelExploring the Structure and Interrelations of Time-Stable Psychological Resilience, Psychological Vulnerability, and Social Cohesion Silveira, Sarita; Hecht, Martin; Adli, Mazda; Voelkle, Manuel; Singer, TaniaThe current study explores the relationship between three constructs of high relevance in the context of adversities which have, however, not yet been systematically linked on the level of psychological dispositions: ...
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2020-10ZeitschriftenartikelFrom Data to Causes I: Building A General Cross-Lagged Panel Model (GCLM) Zyphur, Michael; Allison, Paul D; Tay, Louis; Voelkle, Manuel; Preacher, Kristopher; Zhang, Zhen; Hamaker, Ellen L.; Shamsollahi, Ali; Pierides, Dean C.; Koval, Peter; Diener, EdThis is the first paper in a series of two that synthesizes, compares, and extends methods for causal inference with longitudinal panel data in a structural equation modeling (SEM) framework. Starting with a cross-lagged ...
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2020-10ZeitschriftenartikelFrom Data to Causes II: Comparing Approaches to Panel Data Analysis Zyphur, Michael; Voelkle, Manuel; Tay, Louis; Allison, Paul D.; Preacher, Kristopher; Zhang, Zhen; Hamaker, Ellen L.; Shamsollahi, Ali; Pierides, Dean C.; Koval, Peter; Diener, EdThis article compares a general cross-lagged model (GCLM) to other panel data methods based on their coherence with a causal logic and pragmatic concerns regarding modeled dynamics and hypothesis testing. We examine three ...
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2021-02-15ZeitschriftenartikelFrom Data to Causes III: Bayesian Priors for General Cross-Lagged Panel Models (GCLM) Zyphur, Michael; Hamaker, Ellen L.; Tay, Louis; Voelkle, Manuel; Preacher, Kristopher J.; Zhang, Zhen; Allison, Paul D; Pierides, Dean C.; Koval, Peter; Diener, Edward F.This article describes some potential uses of Bayesian estimation for time-series and panel data models by incorporating information from prior probabilities (i.e., priors) in addition to observed data. Drawing on econometrics ...
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2020-03-19ZeitschriftenartikelGaussian Process Panel Modeling—Machine Learning Inspired Analysis of Longitudinal Panel Data Karch, Julian; Brandmaier, Andreas; Voelkle, ManuelIn this article, we extend the Bayesian nonparametric regression method Gaussian Process Regression to the analysis of longitudinal panel data. We call this new approach Gaussian Process Panel Modeling (GPPM). GPPM provides ...
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2023-05-03ZeitschriftenartikelHeterogeneous Mental Health Responses to the COVID-19 Pandemic in Germany: An Examination of Long-Term Trajectories, Risk Factors, and Vulnerable Groups Godara, Malvika; Rademacher, Jessie; Hecht, Martin; Silveira, Sarita; Voelkle, Manuel; Singer, TaniaAbundant studies have examined mental health in the early periods of the COVID-19 pandemic. However, empirical work examining the mental health impact of the pandemic’s subsequent phases remains limited. In the present ...
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2019-11-06ZeitschriftenartikelIdentifying Heterogeneity in Dynamic Panel Models with Individual Parameter Contribution Regression Arnold, Manuel; Oberski, Daniel; Brandmaier, Andreas; Voelkle, ManuelDynamic panel models are a popular approach to study interrelationships between repeatedly measured variables. Often, dynamic panel models are specified and estimated within a structural equation modeling (SEM) framework. ...
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2022-03-09ZeitschriftenartikelImmediate impact of child maltreatment on mental, developmental, and physical health trajectories Winter, Sibylle M.; Dittrich, Katja; Dörr, Peggy; Overfeld, Judith; Moebus, Imke; Murray, Elena; Karaboycheva, Gergana; Zimmermann, Christian; Knop, Andrea; Voelkle, Manuel; Entringer, Sonja; Buss, Claudia; Haynes, John‐Dylan; Binder, Elisabeth B.; Heim, ChristineThe immediate impact of child maltreatment on health and developmental trajectories over time is unknown. Longitudinal studies starting in the direct aftermath of exposure with repeated follow‐up are needed. Method We ...
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2022-09-25ZeitschriftenartikelModeling dynamic personality theories in a continuous‐time framework: An illustration Hecht, Martin; Horstmann, Kai Tobias; Arnold, Manuel; Sherman, Ryne A.; Voelkle, ManuelObjective Personality psychology has traditionally focused on stable between-person differences. Yet, recent theoretical developments and empirical insights have led to a new conceptualization of personality as a dynamic ...
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2021-08-06ZeitschriftenartikelPredicting Differences in Model Parameters with Individual Parameter Contribution Regression Using the R Package ipcr Arnold, Manuel; Brandmaier, Andreas; Voelkle, ManuelUnmodeled differences between individuals or groups can bias parameter estimates and may lead to false-positive or false-negative findings. Such instances of heterogeneity can often be detected and predicted with additional ...
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2019-09-16ZeitschriftenartikelRobustness of Individual Score Methods against Model Misspecification in Autoregressive Panel Models Hardt, Katinka; Hecht, Martin; Voelkle, ManuelDifferent methods to obtain individual scores from multiple item latent variable models exist, but their performance under realistic conditions is currently underresearched. We investigate the performance of the regression ...
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2021-01-28ZeitschriftenartikelScore-Guided Structural Equation Model Trees Arnold, Manuel; Voelkle, Manuel; Brandmaier, AndreasStructural equation model (SEM) trees are data-driven tools for finding variables that predict group differences in SEM parameters. SEM trees build upon the decision tree paradigm by growing tree structures that divide a ...
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2019-09-01ZeitschriftenartikelThe Neural Architecture of General Knowledge Genç, Erhan; Fraenz, Christoph; Schlüter, Caroline; Friedrich, Patrick; Voelkle, Manuel; Hossiep, Rüdiger; Güntürkün, OnurCognitive performance varies widely between individuals and is highly influenced by structural and functional properties of the brain. In the past, neuroscientific research was principally concerned with fluid intelligence, ...
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2019-01-22ZeitschriftenartikelThe Role of Time in the Quest for Understanding Psychological Mechanisms Voelkle, Manuel; Gische, Christian; Driver, Charles; Lindenberger, UlmanThe lead-lag structure of multivariate time-ordered observations and the possibility to disentangle between-person (BP) from within-person (WP) sources of variance are major assets of longitudinal (panel) data. Hence, ...
