Search Results - "Steinley, Douglas"
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K-means clustering: A half-century synthesis
Published in British journal of mathematical & statistical psychology (01-05-2006)“…This paper synthesizes the results, methodology, and research conducted concerning the K‐means clustering method over the last fifty years. The K‐means method…”
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A Comparison of Latent Class, K-Means, and K-Median Methods for Clustering Dichotomous Data
Published in Psychological methods (01-09-2017)“…The problem of partitioning a collection of objects based on their measurements on a set of dichotomous variables is a well-established problem in…”
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A comparison of 71 binary similarity coefficients: The effect of base rates
Published in PloS one (07-04-2021)“…There are many psychological applications that require collapsing the information in a two-mode (e.g., respondents-by-attributes) binary matrix into a one-mode…”
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Evaluating Mixture Modeling for Clustering: Recommendations and Cautions
Published in Psychological methods (01-03-2011)“…This article provides a large-scale investigation into several of the properties of mixture-model clustering techniques (also referred to as latent class…”
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Local Optima in K -Means Clustering: What You Don't Know May Hurt You
Published in Psychological methods (01-09-2003)“…The popular K -means clustering method, as implemented in 3 commercial software packages (SPSS, SYSTAT, and SAS), generally provides solutions that are only…”
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Editorial: Journal of Classification Vol. 37-1
Published in Journal of classification (01-04-2020)Get full text
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Editorial: Journal of Classification Vol. 36-3
Published in Journal of classification (01-10-2019)Get full text
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Editorial: Journal of Classification Vol. 36–2
Published in Journal of classification (01-07-2019)Get full text
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Editorial: Journal of Classification Vol 36-1
Published in Journal of classification (15-04-2019)Get full text
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On Ising Models and Algorithms for the Construction of Symptom Networks in Psychopathological Research
Published in Psychological methods (01-12-2019)“…During the past 5 to 10 years, an estimation method known as eLasso has been used extensively to produce symptom networks (or, more precisely, symptom…”
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Initializing K-means Batch Clustering: A Critical Evaluation of Several Techniques
Published in Journal of classification (01-06-2007)“…K-means clustering is arguably the most popular technique for partitioning data. Unfortunately, K-means suffers from the well-known problem of locally optimal…”
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Editorial: Journal of Classification Vol. 37-2
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Drunk Personality: Reports From Drinkers and Knowledgeable Informants
Published in Experimental and clinical psychopharmacology (01-06-2014)“…Existing literature supports the five-factor model (FFM) of personality (i.e., Extraversion, Agreeableness, Conscientiousness, Emotional Stability, and…”
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A simulated annealing heuristic for maximum correlation core/periphery partitioning of binary networks
Published in PloS one (09-05-2017)“…A popular objective criterion for partitioning a set of actors into core and periphery subsets is the maximization of the correlation between an ideal and…”
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Using an Iterative Reallocation Partitioning Algorithm to Verify Test Multidimensionality
Published in Journal of classification (01-10-2019)“…This article addresses the issue of assigning items to different test dimensions (e.g., determining which dimension an item belongs to) with cluster analysis…”
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The proposed 2/11 symptom algorithm for DSM-5 substance-use disorders is too lenient
Published in Psychological medicine (01-09-2011)Get more information
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Selection of Variables in Cluster Analysis: An Empirical Comparison of Eight Procedures
Published in Psychometrika (01-03-2008)“…Eight different variable selection techniques for model-based and non-model-based clustering are evaluated across a wide range of cluster structures. It is…”
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Emergent clustering methods for empirical OM research
Published in Journal of operations management (01-09-2012)“…To date, the vast majority of cluster analysis applications in OM research have relied on traditional hierarchical (e.g., Ward's algorithm) and nonhierarchical…”
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Desistance and Severity of Alcohol Use Disorder: A Lifespan-Developmental Investigation
Published in Clinical psychological science (01-01-2018)“…Key to an understanding of alcohol use disorder (AUD) are the drinking-related reductions that begin in young adulthood and continue throughout the adult…”
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The p-Median Model as a Tool for Clustering Psychological Data
Published in Psychological methods (01-03-2010)“…The p -median clustering model represents a combinatorial approach to partition data sets into disjoint, nonhierarchical groups. Object classes are constructed…”
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