{"id":"https://openalex.org/T13141","display_name":"Statistical Methods and Applications","description":"This cluster of papers focuses on the application of multivariate analysis in statistical research, covering topics such as principal component analysis, regression analysis, machine learning, model selection, and overfitting. 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Principal Component Analysis; Regression Analysis; Machine Learning; Statistical Modeling; Data Reduction; Cluster Analysis; Discriminant Analysis; Model Selection; Overfitting","ids":{"openalex":"https://openalex.org/T13141","wikipedia":"https://en.wikipedia.org/wiki/Multivariate_statistics"},"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"},"siblings":[{"id":"https://openalex.org/T10136","display_name":"Statistical Methods and Inference"},{"id":"https://openalex.org/T10243","display_name":"Statistical Methods and Bayesian Inference"},{"id":"https://openalex.org/T10845","display_name":"Advanced Causal Inference Techniques"},{"id":"https://openalex.org/T10968","display_name":"Statistical Distribution Estimation and Applications"},{"id":"https://openalex.org/T11235","display_name":"Statistical Methods in Clinical Trials"},{"id":"https://openalex.org/T11345","display_name":"Cognitive and developmental aspects of mathematical skills"},{"id":"https://openalex.org/T11716","display_name":"Random Matrices and Applications"},{"id":"https://openalex.org/T11871","display_name":"Advanced Statistical Methods and Models"},{"id":"https://openalex.org/T11875","display_name":"Statistics Education and Methodologies"},{"id":"https://openalex.org/T12056","display_name":"Markov Chains and Monte Carlo Methods"},{"id":"https://openalex.org/T12062","display_name":"Approximation Theory and Sequence Spaces"},{"id":"https://openalex.org/T12135","display_name":"Fuzzy Systems and Optimization"},{"id":"https://openalex.org/T13030","display_name":"Survey Sampling and Estimation Techniques"},{"id":"https://openalex.org/T13500","display_name":"Probability and Statistical Research"},{"id":"https://openalex.org/T13546","display_name":"Census and Population Estimation"},{"id":"https://openalex.org/T13680","display_name":"Education, Psychology, and Complexity Research"},{"id":"https://openalex.org/T13720","display_name":"Benford\u2019s Law and Fraud Detection"},{"id":"https://openalex.org/T13797","display_name":"Probabilistic Statistics in Medicine"},{"id":"https://openalex.org/T14374","display_name":"Statistical Methods in Epidemiology"}],"works_count":107104,"cited_by_count":2687842,"works_api_url":"https://api.openalex.org/works?filter=topics.id:T13141","updated_date":"2026-10-22T03:01:35","created_date":"2024-01-23T15:27:17"}