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An adaptive two-stage consensus reaching process based on heterogeneous judgments and social relations for large-scale grou ... 1 1 Introduction 2 2 Preliminaries 3 2.1 Heterogeneous preference representation structures 3 2.2 LSGDM under social network analysis 4 3 Transformation rules for heterogeneous preference representations 5 3.1 Confirmation of the unified linguistic evaluation grades 5 3.2 Transformation from fuzzy set scheme into linguistic distribution scheme 7 4 Group clustering method based on PR-SR analysis 7 4.1 Construction of PR-SR matrix 8 4.2 Establishment of two-dimensional diagram based on PR-SR analysis 10 4.3 Clustering process based on PR and SR 11 5 A two-stage CRP based on social relations for LSGDM 12 5.1 Weight-updating iteration process 12 5.2 Centralized and democratic consensus mechanism 16 5.3 Feedback and adjustment process 17 5.4 An adaptive two-stage consensus reaching mechanism 17 6 Illustrative example and comparative analysis 20 6.1 Problem description 20 6.2 Solving the problem by two-stage CRP 20 6.3 Comparative analysis with different LSGDM methods 23 6.3.1 Qualitative comparisons with several group consensus methods 23 6.3.2 Numerical compar

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nonfiction