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المجالتصميم البحثالإحصاء
العائلةProcess / pipelineLatent structure
سنة النشأة1930s–1960s (foundational multivariate methods); codified in research design literature from the 1980s onward1939–1967
صاحب الطريقةHair, Tabachnick, and colleagues (canonical synthesis); roots in Fisher, Hotelling, and Thurstone (early 20th century)Robert C. Tryon (early development); Ward (1963) for hierarchical; MacQueen (1967) for k-means
النوعQuantitative research designUnsupervised classification / grouping
المصدر التأسيسيHair, J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2019). Multivariate Data Analysis (8th ed.). Cengage Learning. ISBN: 978-1473756540Everitt, B. S., Landau, S., Leese, M. & Stahl, D. (2011). Cluster Analysis (5th ed.). Wiley. ISBN: 978-0470749913
الأسماء البديلةmultivariate exploratory design, exploratory multivariate analysis, multivariate data exploration, MEQ researchclustering, unsupervised classification, data clustering, numerical taxonomy
ذات صلة55
الملخصMultivariate exploratory quantitative research is a design in which researchers simultaneously examine multiple quantitative variables without imposing a predetermined structural model, using techniques such as exploratory factor analysis, cluster analysis, or principal component analysis to detect latent patterns, natural groupings, or underlying dimensions in the data. The goal is discovery and pattern recognition rather than hypothesis confirmation.Cluster analysis is a family of unsupervised multivariate techniques that partition a set of objects or observations into internally homogeneous, mutually distinct groups — clusters — based on measured characteristics, without any prior knowledge of group membership. It is widely used in market segmentation, bioinformatics, psychology, and social science to reveal natural groupings in data.
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ScholarGateقارن الطرق: Multivariate Exploratory Quantitative Research · Cluster Analysis. استُرجع بتاريخ 2026-06-17 من https://scholargate.app/ar/compare