FAMCDM: A fusion approach of MCDM methods to rank multiclass classification algorithms

FAMCDM: A fusion approach of MCDM methods to rank multiclass classification algorithms

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Article ID: iaor20114416
Volume: 39
Issue: 6
Start Page Number: 677
End Page Number: 689
Publication Date: Dec 2011
Journal: Omega
Authors: , , ,
Keywords: classification
Abstract:

Select effective algorithm for multiclass classification problems. Selection process modeled as a multiple criteria decision making (MCDM) problem. MCDM methods to evaluate 7 classification algorithms in 4 public domain datasets. Fusion approach to produce a weighted compatible MCDM ranking. Identifying a compromised solution when conflicting rankings exist.

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