ON MODEL-BASED CLUSTERING, CLASSIFICATION, AND DISCRIMINANT ANALYSIS

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MCNICHOLAS PAUL D.

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Journal Paper

Paper Information

Journal: JOURNAL OF THE IRANIAN STATISTICAL SOCIETY (JIRSS) Year:2011 | Volume:10 | Issue:2 Page(s): 181-199

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Information Journal Paper

Title

ON MODEL-BASED CLUSTERING, CLASSIFICATION, AND DISCRIMINANT ANALYSIS

Author(s)

MCNICHOLAS PAUL D. | Issue Writer Certificate

Keywords

CLASSIFICATIONQ4

CLUSTERINGQ4

DISCRIMINANT ANALYSISQ4

MCLUSTQ4

MIXTURE MODELSQ4

MODEL-BASED CLUSTERINGQ4

MODEL SELECTIONQ4

PARAMETER ESTIMATIONQ4

PGMMQ4

Abstract

The use of MIXTURE MODELS for CLUSTERING and CLASSIFICATION has burgeoned into an important subfield of multivariate analysis. These approaches have been around for a half-century or so, with significant activity in the area over the past decade. The primary focus of this paper is to review work in model-based CLUSTERING, CLASSIFICATION, and DISCRIMINANT ANALYSIS, with particular attention being paid to two techniques that can be implemented using respective R packages. PARAMETER ESTIMATION and MODEL SELECTION are also discussed. The paper concludes with a summary, discussion, and some thoughts on future work.

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APA: Copy

MCNICHOLAS, PAUL D.. (2011). ON MODEL-BASED CLUSTERING, CLASSIFICATION, AND DISCRIMINANT ANALYSIS. JOURNAL OF THE IRANIAN STATISTICAL SOCIETY (JIRSS), 10(2), 181-199. SID. https://sid.ir/paper/117833/en

Vancouver: Copy

MCNICHOLAS PAUL D.. ON MODEL-BASED CLUSTERING, CLASSIFICATION, AND DISCRIMINANT ANALYSIS. JOURNAL OF THE IRANIAN STATISTICAL SOCIETY (JIRSS)[Internet]. 2011;10(2):181-199. Available from: https://sid.ir/paper/117833/en

IEEE: Copy

PAUL D. MCNICHOLAS, “ON MODEL-BASED CLUSTERING, CLASSIFICATION, AND DISCRIMINANT ANALYSIS,” JOURNAL OF THE IRANIAN STATISTICAL SOCIETY (JIRSS), vol. 10, no. 2, pp. 181–199, 2011, [Online]. Available: https://sid.ir/paper/117833/en

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