Finite Mixture Models
Bibliographic Data
| ID | 23320185 |
|---|---|
| Authors | Geoffrey J McLachlan (0000-0002-5921-3145, The University of Queensland), Geoffrey McLachlan, Dominic Peel (0000-0001-5281-2041, The University of Queensland), David Peel, Sharon X Lee, Suren I Rathnayake |
| Year | 2019 |
| Volume | 6 |
| Issue | 1 |
| Pages | 355-378 |
| Publication date | 2019-03-07 |
| Peer Reviewed | Yes |
| Open Access | No |
| Type | ARTICLE |
| Venue | Annual Review of Statistics and Its Application (JOURNAL) |
| Journal identifiers | ISSN: 2326-8298 • E-ISSN: 2326-831X |
| Publisher | Annual Reviews (PUBLISHER • US) |
| DOI | 10.1146/annurev-statistics-031017-100325 |
| OpenAlex | W1579271636 |
| Open Library | OL7598537M |
| ISBN | 9780471006268 |
| Language | EN |
| Citations received | 747 |
| References cited | 127 |
The important role of finite mixture models in the statistical analysis of data is underscored by the ever-increasing rate at which articles on mixture applications appear in the statistical and general scientific literature. The aim of this article is to provide an up-to-date account of the theory and methodological developments underlying the applications of finite mixture models. Because of their flexibility, mixture models are being increasingly exploited as a convenient, semiparametric way in which to model unknown distributional shapes. This is in addition to their obvious applications where there is group-structure in the data or where the aim is to explore the data for such structure, as in a cluster analysis. It has now been three decades since the publication of the monograph by McLachlan & Basford (1988) with an emphasis on the potential usefulness of mixture models for inference and clustering. Since then, mixture models have attracted the interest of many researchers and have found many new and interesting fields of application. Thus, the literature on mixture models has expanded enormously, and as a consequence, the bibliography here can only provide selected coverage.
Econometrics · Mixture model · Physics · Statistical analysis · Statistical model · Statistical physics · Statistics · Bayesian Methods and Mixture Models · Computer Science · Mathematics · Mixture distributions (Probability theory) · Probabilities
Multidimensional Resource Disparities by Race During Covid-19
Effect of the Rural Interprofessional Faculty Development Initiative on VHA Clinician Turnover by Level of Program Engagement
Identifying Individuals Engaging in Risky Sexual Behaviour for Chlamydia Infection in the Uk
Profiles of teacher–child interaction quality in groups of 3-year-old children in Quebec and France
Unsupervised model-based clustering for typological classification of Middle Bronze Age flanged axes
Not just “nomadic jars”
A two-step clustering framework for locally tailored design of residential heating policies
Inferring Alignments I
Distinguishing Occasional Abstention from Routine Indifference in Models of Vote Choice
Personality systems, spirituality, and existential well-being
Latent class differences explain variability in PTSD symptom changes during cognitive processing therapy for veterans
Typologies of child sexual abuse
Profiling adjustment among postsecondary students with disabilities
Policy Effects on the Quality of Public Health Care
Patterns of Substance Use Across the First Year of College and Associated Risk Factors
Latent Profiles Based on Light Physical Activity, Sedentary Behavior, Perceived Body Shape, and Body Mass Index in Patients with Dyslipidemia Influence Their Quality of Life
A Latent Profile Analysis of Anxiety among Junior High School Students in Less Developed Rural Regions of China
PoLCA
Childhood adiposity trajectories are associated with late adolescent blood pressure
Psychosomatic consultation in the workplace” – a new model of care at the interface of company-supported mental health care and consultation-liaison psychosomatics
Identifying economically relevant forest types from global satellite data
The role of the natural environment in disaster recovery
Distributional Assumptions of Growth Mixture Models
Statistical and Substantive Checking in Growth Mixture Modeling
The GRoLTS-Checklist
Discrete response patterns in the upper range of hypnotic suggestibility
Differential patterns of spontaneous experiential response to a hypnotic induction
Marijuana Use Subtypes in a Community Sample of Young Adult Women
Mapping the Strengths and Difficulties Questionnaire onto the Child Health Utility 9D in a large study of children
In the Shadow of the Tower
Young‐adult compared to adolescent onset of regular cannabis use
Temporal aggregation
Farm-level Autonomous Adaptation of European Agricultural Supply to Climate Change
Fixed and Random Effects in Stochastic Frontier Models
Understanding relational aggression during early childhood
Profiles of family engagement in home- and center-based Early Head Start programs
Profiles of teacher & child talk during early childhood classroom shared book reading
Exploring patterns of Latino/a children's school readiness at kindergarten entry and their relations with Grade 2 achievement
A person-oriented approach to understanding dimensions of parenting in low-income mothers
Model-Based Clustering of Non-Gaussian Panel Data Based on Skew- t Distributions
Max-Linear Competing Factor Models
A latent profile analysis of college students’ achievement goal orientation
Types of front of pack food labels
A new food label to aid farmland preservation programs
End-to-end Bayesian analysis for summarizing sets of radiocarbon dates
Popular music, identity, and sexualization
The poor get poorer
Food Well-Being in Older Adults
Latent Class Analysis of Risk Behaviors Among Bahamian Young Adolescents
Preference heterogeneity with respect to whole genome sequencing. A discrete choice experiment among parents of children with rare genetic diseases
Multiple paths in educational transitions
The construct of psychophysiological reactivity
Individual development and latent groups
Depressive symptoms as predictors of sexual experiences among very young adolescent girls in slum communities in Nairobi, Kenya
Housing space and ICT usage
Estimating relative prevalence of competing issue voting rules in multiparty elections using finite mixture modeling
The impact of childhood stressful life events on health and behavior in at-risk youth
The Vital Few foster parents
The vital few foster mothers
Heterogeneity in the dynamic arousal and modulation of fear in young foster children
Foster parenting together
The latent profile analysis of Chinese adolescents’ depression
Patterns and predictors of early care and education for children in foster care
Foster parenting together
Parent and peer social norms and youth's post-secondary attitudes
The democratization process
Understanding eating choices among university students
How consistent are perceptions of inequality
Differentiated models in the collaborative transport economy
Development and validation of a typology of criminal defendants admitted for inpatient competency restoration
Analysing change among study abroad students. A novel application of the person-centred approach to alcohol use patterns
An exploration of gender gap using advanced data science tools
Taking a person-centered approach to personality
The heterogeneity of self-regard
Just the way you are. Understanding emotion regulation strategies in youth from temperamental differences
Conscientiousness in the workplace
A Statistical Method for Empirical Testing of Competing Theories
Pathways of children's long-term living arrangements
Latent class analysis of response inconsistencies across modes of data collection
A Person-Centered Analysis of Risk Factors that Compromise Wellbeing in Emerging Adulthood
Variants of psychopathy in Chinese male offenders
Psychopathic severity profiles
Testing the utility of the psychopathy construct for predicting criminal recidivism among detained girls
Taxometrics and Criminal Justice
Choosing the Field of Study in Postsecondary Education
The reliability and validity of discrete and continuous measures of psychopathology
The global k-means clustering algorithm
Simulating Multivariate Nonnormal Data Using an Iterative Algorithm
Regime-Switching Bivariate Dual Change Score Model
An Unscented Kalman Filter Approach to the Estimation of Nonlinear Dynamical Systems Models
Latent Class Analysis of Self-directed Violence and Indirect Self-harm Behaviors
Destination Choice Models for Rock Climbing in the Northeastern Alps
Deconstructing bullying roles
Children's early school attendance and stability as a mechanism through which homelessness is associated with academic achievement
Parenting profiles of academic and racial socialization
Direct and conceptual replications of the taxometric analysis of type a behavior
Men and women are from Earth
Emotional labor profiles among teachers
Promoting better functioning among children exposed to high levels of family adversity
An Admixture Approach to Trihybrid Ancestry Variation in the Philippines with Implications for Forensic Anthropology
Hereditary genius
Model-Based Gaussian and Non-Gaussian Clustering
The Calculation of Posterior Distributions by Data Augmentation
Model-Based Clustering, Discriminant Analysis, and Density Estimation
Assessing a mixture model for clustering with the integrated completed likelihood
McLust 5
Estimating the Number of Clusters in a Data Set Via the Gap Statistic
The Use of Multiple Measurements in Taxonomic Problems
Finite Mixture Models
Maximum Likelihood from Incomplete Data Via the EM Algorithm
Estimating the Dimension of a Model
Pattern Clustering by Multivariate Mixture Analysis
| Unique citing works | 739 |
|---|---|
| Citations per year | 25,76 |
| Citation span | 1997 - 2026 (30) |
| Citation velocity | current |
| Highly cited | Yes |
| Citation types | Neutral: 616 |