Application of Model-Selection Criteria to Some Problems in Multivariate Analysis

1987/09/01 by Stanley L. Sclove · 31 citations
Computer Science · #Neural Networks and Applications #Statistical and Computational Modeling #Rough Sets and Fuzzy Logic

paper · doi:10.1007/bf02294360

Abstract

A review of model-selection criteria is presented, with a view toward showing their similarities. It is suggested that some problems treated by sequences of hypothesis tests may be more expeditiously treated by the application of model-selection criteria. Consideration is given to application of model-selection criteria to some problems of multivariate analysis, especially the clustering of variables, factor analysis and, more generally, describing a complex of variables.

Citations

• Factor Analysis and AIC

Cited by

• Model Selection and Akaike's Information Criterion (AIC): The General Theory and its Analytical Extensions
• Identifying and Supporting Academically Low-Performing Schools in a Developing Country: An Application of a Specialized Multilevel IRT Model to PISA-D Assessment Data
• Longitudinal Patterns of Strengths Among Youth with Psychiatric Disorders: A Latent Profile Transition Analysis
• Informant Discrepancies in Internalizing and Externalizing Symptoms in an At-Risk Sample: The Role of Parenting and School Engagement
• Psychopathic severity profiles: A latent profile analysis in youth samples with implications for the diagnosis of conduct disorder
• The hyper-systemizing hypothesis: how the tendency to systemize influences conspiracy beliefs and belief inflexibility in clinical and general populations
• A generalized linear factor model approach to the hierarchical framework for responses and response times
• Examining patterns of adversity in Chinese young adults using the Adverse Childhood Experiences—International Questionnaire (ACE-IQ)
• Latent profiles of cannabis use, protective behavioral strategies, and health beliefs in college students
• Latent subtypes of self‐injurious urges among adults engaging in disordered eating and non‐suicidal self‐injury
• Intrinsic factors associated with engagement in healthy lifestyle behaviors for dementia risk reduction in midlife
• Parenting styles from infancy to toddlerhood in Black/African American and Latina mothers with low incomes
• Akaike's Information Criterion and Recent Developments in Information Complexity
• A Fine-Grained Longitudinal Study of Adolescent Cannabis Use and Its Relation to Cognitive Performance in Young Adulthood
• Brain volume change and cognitive trajectories in aging.
• Parallel Process of Posttraumatic Stress and Externalizing Problems Among Youth at High Risk for Victimization
• Career Adaptability as a Developmental Resource for Sustainable Careers: A Latent Profile Analysis in Emerging Adults
• EXPLORING THE RELATIONSHIP BETWEEN SECOND LANGUAGE LEARNING MOTIVATION AND PROFICIENCY
• What’s the optimal usage pattern? Latent profile analysis of Chinese young adults’ social networking site use and its association with subjective well-being
• Circumplex Model of Family Dynamics in Turkish Families: A Comparative Typological Perspective
• Identifying Classes and Correlates of Anti-social Behaviour in Early Adolescence
• The role of mutually responsive orientation in promoting relationship satisfaction for first-time and experienced parents: An investigation from pregnancy to toddlerhood
• Team need support and need thwarting scale (TNSNT-S): multi-study validation evidence and integrative multilevel modeling with team processes
• Clustering longitudinal data: comparison of model-based and distance-based approaches using simulated and real-world data in psychiatric research
• Education amplifies brain atrophy effect on cognitive decline: implications for cognitive reserve
• Career‐Related Parental Processes and Career Adaptability and Ambivalence Among Chinese Adolescents: A Person‐Centered Approach
• The dynamics of internalizing and externalizing comorbidity across the early school years
• Child and family needs profiles among cases substantiated by child protection services
• A systematic review of latent class analysis in psychology: Examining the gap between guidelines and research practice
• A Limited Repertoire of Emotion Regulation Strategies is Associated with Internalizing Problems in Adolescence
• Efficient and Consistent Data-Driven Model Selection for Time Series

Related

• Regression Model Selection Under General Conditions
• Model Selection in Time Series Analysis: Using Information Criteria as an Alternative to Hypothesis Testing
• A Prediction Divergence Criterion for Model Selection
• A survey of cross-validation procedures for model selection
• Linear regression model selection using p-values when the model dimension grows