Search Results - "Gates, Kathleen"

Homogeneity Assumptions in the Analysis of Dynamic Processes by Liu, Siwei, Gates, Kathleen M., Ferrer, Emilio

“…With the increased use of time series data in human research, ranging from ecological momentary assessments to data passively obtained, researchers can explore…”
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Deep Learning: A Primer for Psychologists by Urban, Christopher J., Gates, Kathleen M.

“…Deep learning has revolutionized predictive modeling in topics such as computer vision and natural language processing but is not commonly applied to…”
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Network Mapping with GIMME by Beltz, Adriene M., Gates, Kathleen M.

“…Network science is booming! While the insights and images afforded by network mapping techniques are compelling, implementing the techniques is often daunting…”
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Exploratory Factor Analysis (EFA) Programs in R by Luo, Lan, Arizmendi, Cara, Gates, Kathleen M.

“…We provide a brief overview of two R packages that can conduct exploratory factor analysis (EFA): psych and EFAutilities. After introducing EFA and the…”
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Group search algorithm recovers effective connectivity maps for individuals in homogeneous and heterogeneous samples by Gates, Kathleen M., Molenaar, Peter C.M.

“…At its best, connectivity mapping can offer researchers great insight into how spatially disparate regions of the human brain coordinate activity during brain…”
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Dynamic Processes in Behavioral Activation Therapy for Anhedonic Adolescents: Modeling Common and Patient-Specific Relations by Webb, Christian A., Murray, Laura, Tierney, Anna O., Gates, Kathleen M.

“…Objective: Behavioral activation (BA) is a brief intervention for depression encouraging gradual and systematic re-engagement with rewarding activities and…”
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Organizing heterogeneous samples using community detection of GIMME-derived resting state functional networks by Gates, Kathleen M, Molenaar, Peter C M, Iyer, Swathi P, Nigg, Joel T, Fair, Damien A

“…Clinical investigations of many neuropsychiatric disorders rely on the assumption that diagnostic categories and typical control samples each have within-group…”
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Latent Variable GIMME Using Model Implied Instrumental Variables (MIIVs) by Gates, Kathleen M, Fisher, Zachary F, Bollen, Kenneth A

“…Researchers across many domains of psychology increasingly wish to arrive at personalized and generalizable dynamic models of individuals' processes. This is…”
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Uncovering General, Shared, and Unique Temporal Patterns in Ambulatory Assessment Data by Lane, Stephanie T, Gates, Kathleen M, Pike, Hallie K, Beltz, Adriene M, Wright, Aidan G. C

“…Abstract Intensive longitudinal data provide psychological researchers with the potential to better understand individual-level temporal processes. While the…”
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Automated Selection of Robust Individual-Level Structural Equation Models for Time Series Data by Lane, Stephanie T., Gates, Kathleen M.

“…In order to analyze intensive longitudinal data collected across multiple individuals, researchers frequently have to decide between aggregating all…”
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Methods for Quantifying Patterns of Dynamic Interactions in Dyads by Gates, Kathleen M., Liu, Siwei

“…Individuals in both clinical and research settings increasingly provide data across numerous time points. Examples include measurements collected from wearable…”
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Clustering Individuals Based on Similarity in Idiographic Factor Loading Patterns by Arizmendi, Cara J, Gates, Kathleen M

“…Idiographic measurement models such as p-technique and dynamic factor analysis (DFA) assess latent constructs at the individual level. These person-specific…”
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A Monte Carlo Evaluation of Weighted Community Detection Algorithms by Gates, Kathleen M, Henry, Teague, Steinley, Doug, Fair, Damien A

“…The past decade has been marked with a proliferation of community detection algorithms that aim to organize nodes (e.g., individuals, brain regions, variables)…”
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From the Individual to the Group: Using Idiographic Analyses and Two-Stage Random Effects Meta-Analysis to Obtain Population Level Inferences for within-Person Processes by Lee, Sandra A. W., Gates, Kathleen M.

“…In psychology, the use of portable technology and wearable devices to ease participant burden in data collection is on the rise. This creates increased…”
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A Model Implied Instrumental Variable Approach to Exploratory Factor Analysis (MIIV-EFA) by Bollen, Kenneth A., Gates, Kathleen M., Luo, Lan

“…Spearman (Am J Psychol 15(1):201–293, 1904. https://doi.org/10.2307/1412107 ) marks the birth of factor analysis. Many articles and books have extended his…”
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Estimating time-varying RSA to examine psychophysiological linkage of marital dyads by Gates, Kathleen M., Gatzke-Kopp, Lisa M., Sandsten, Maria, Blandon, Alysia Y.

“…One of the primary tenets of polyvagal theory dictates that parasympathetic influence on heart rate, often estimated by respiratory sinus arrhythmia (RSA),…”
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Unsupervised Classification During Time-Series Model Building by Gates, Kathleen M., Lane, Stephanie T., Varangis, E., Giovanello, K., Guiskewicz, K.

“…Researchers who collect multivariate time-series data across individuals must decide whether to model the dynamic processes at the individual level or at the…”
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When couples’ hearts beat together: Synchrony in heart rate variability during conflict predicts heightened inflammation throughout the day by Wilson, Stephanie J., Bailey, Brittney E., Jaremka, Lisa M., Fagundes, Christopher P., Andridge, Rebecca, Malarkey, William B., Gates, Kathleen M., Kiecolt-Glaser, Janice K.

“…•HRV synchrony is the degree to which partners’ HRV fluctuations track together.•Stronger HRV synchrony during marital conflict predicted heightened…”
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Personalized Models of Psychopathology as Contextualized Dynamic Processes: An Example From Individuals With Borderline Personality Disorder by Woods, William C, Arizmendi, Cara, Gates, Kathleen M, Stepp, Stephanie D, Pilkonis, Paul A, Wright, Aidan G. C

“…Objective: Psychopathology research has relied on discrete diagnoses, which neglects the unique manifestations of each individual's pathology. Borderline…”
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Blind Subgrouping of Task-based fMRI by Fisher, Zachary F., Parsons, Jonathan, Gates, Kathleen M., Hopfinger, Joseph B.

“…Significant heterogeneity in network structures reflecting individuals’ dynamic processes can exist within subgroups of people (e.g., diagnostic category,…”
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