I. Introduction.- II. Multiple Attribute Decision Making - An Overview.- 2.1 Basics and Concepts.- 2.2 Classifications of MADM Methods.- 2.3 Description of MADM Methods.- III. Fuzzy Sets and their Operations.- 3.1 Introduction.- 3.2 Basics of Fuzzy Sets.- 3.3 Set-Theoretic Operations with Fuzzy Sets.- 3.4 The Extension Principle and Fuzzy Arithmetics.- 3.5 Conclusions.- IV. Fuzzy Ranking Methods.- 4.1 Introduction.- 4.2 Ranking Using Degree of Optimality.- 4.3 Ranking Using Hamming Distance.- 4.4 Ranking Using ?-Cuts.- 4.5 Ranking Using Comparison Function.- 4.6 Ranking Using Fuzzy Mean and Spread.- 4.7 Ranking Using Proportion to The Ideal.- 4.8 Ranking Using Left and Right Scores.- 4.9 Ranking with Centroid Index.- 4.10 Ranking Using Area Measurement.- 4.11 Linguistic Ranking Methods.- V. Fuzzy Multiple Attribute Decision Making Methods.- 5.1 Introduction.- 5.2 Fuzzy Simple Additive Weighting Methods.- 5.3 Analytic Hierarchical Process (AHP) Methods.- 5.4 Fuzzy Conjunctive/Disjunctive Method.- 5.5 Heuristic MAUF Approach.- 5.6 Negi's Approach.- 5.7 Fuzzy Outranking Methods.- 5.8 Maximin Methods.- 5.9 A New Approach to Fuzzy MADM Problems.- VI. Concluding Remarks.- 6.1 MADM Problems and Fuzzy Sets.- 6.2 On Existing MADM Solution Methods.- 6.3 Critiques of the Existing Fuzzy Methods.- 6.4 A New Approach to Fuzzy MADM Problem Solving.- 6.5 Other Multiple Criteria Decision Making Methods.- 6.6 On Future Studies.- VII. Bibliography.