Scientific Programming

Research Article

Fuzzy Multicriteria Decision-Making Approach for Measuring the Possibility of Cloud Adoption for Software Testing

Table 7

An example of the predictor (main criteria) ranking using factor (subcriteria).
ExpertAn example of factors ranking (subcriteria)
M2S1M2S2M2S3M2S4M2S5M2S6 (1)M2S6 (2)M2S7 (1)M2S7 (2)M2S8
E1(0.1, 0.3, 0.5)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)
E2(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.3, 0.5, 0.7)(0.7, 0.9, 1.0)
E3(0.1, 0.3, 0.5)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)
E4(0.1, 0.3, 0.5)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.9, 1.0, 1.0)
E5(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.7, 0.9, 1.0)(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.3, 0.5, 0.7)(0.9, 1.0, 1.0)
E6(0.3, 0.5, 0.7)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.9, 1.0, 1.0)
E7(0.1, 0.3, 0.5)(0.7, 0.9, 1.0)(0.3, 0.5, 0.7)(0.7, 0.9, 1.0)(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)
E8(0.0, 0.0, 0.1)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)
E9(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.9, 1.0, 1.0)
E10(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.9, 1.0, 1.0)
E11(0.1, 0.3, 0.5)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.9, 1.0, 1.0)(0.3, 0.5, 0.7)(0.9, 1.0, 1.0)
E12(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.9, 1.0, 1.0)
E13(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.9, 1.0, 1.0)
E14(0.3, 0.5, 0.7)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.3, 0.5, 0.7)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.9, 1.0, 1.0)(0.7, 0.9, 1.0)(0.9, 1.0, 1.0)
E15(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.9, 1.0, 1.0)
E16(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)
E17(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)
E18(0.7, 0.9, 1.0)(0.1, 0.3, 0.5)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.9, 1.0, 1.0)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)
E19(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.9, 1.0, 1.0)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)
E20(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.7, 0.9, 1.0)(0.9, 1.0, 1.0)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)
E21(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)
E22(0.1, 0.3, 0.5)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)
E23(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.7, 0.9, 1.0)(0.3, 0.5, 0.7)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.9, 1.0, 1.0)
E24(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.9, 1.0, 1.0)
E25(0.3, 0.5, 0.7)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.9, 1.0, 1.0)
E26(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.9, 1.0, 1.0)(0.7, 0.9, 1.0)(0.9, 1.0, 1.0)
E27(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.9, 1.0, 1.0)
E28(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)
E29(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.9, 1.0, 1.0)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)
E30(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.7, 0.9, 1.0)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)
E31(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)
E32(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.1, 0.3, 0.5)(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.9, 1.0, 1.0)
E33(0.5, 0.7, 0.9)(0.1, 0.3, 0.5)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.9, 1.0, 1.0)(0.7, 0.9, 1.0)(0.9, 1.0, 1.0)(0.9, 1.0, 1.0)(0.9, 1.0, 1.0)
E34(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.3, 0.5, 0.7)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)
E35(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.9, 1.0, 1.0)
E36(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)
E37(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.9, 1.0, 1.0)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)
E38(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.7, 0.9, 1.0)(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)
E39(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)
E40(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.9, 1.0, 1.0)
E41(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.9, 1.0, 1.0)(0.5, 0.7, 0.9)(0.9, 1.0, 1.0)
E42(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)(0.1, 0.3, 0.5)(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.3, 0.5, 0.7)(0.3, 0.5, 0.7)
E43(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)
E44(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.7, 0.9, 1.0)(0.9, 1.0, 1.0)(0.5, 0.7, 0.9)(0.9, 1.0, 1.0)(0.7, 0.9, 1.0)(0.9, 1.0, 1.0)(0.7, 0.9, 1.0)(0.9, 1.0, 1.0)
E45(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.3, 0.5, 0.7)(0.9, 1.0, 1.0)
E46(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.9, 1.0, 1.0)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)
E47(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.3, 0.5, 0.7)
E48(0.5, 0.7, 0.9)(0.9, 1.0, 1.0)(0.7, 0.9, 1.0)(0.9, 1.0, 1.0)(0.1, 0.3, 0.5)(0.9, 1.0, 1.0)(0.9, 1.0, 1.0)(0.9, 1.0, 1.0)(0.9, 1.0, 1.0)(0.9, 1.0, 1.0)
E49(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.9, 1.0, 1.0)(0.7, 0.9, 1.0)(0.9, 1.0, 1.0)(0.7, 0.9, 1.0)(0.9, 1.0, 1.0)(0.9, 1.0, 1.0)(0.9, 1.0, 1.0)
E50(0.1, 0.3, 0.5)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.9, 1.0, 1.0)(0.9, 1.0, 1.0)
E51(0.3, 0.5, 0.7)(0.7, 0.9, 1.0)(0.3, 0.5, 0.7)(0.9, 1.0, 1.0)(0.1, 0.3, 0.5)(0.9, 1.0, 1.0)(0.9, 1.0, 1.0)(0.9, 1.0, 1.0)(0.9, 1.0, 1.0)(0.9, 1.0, 1.0)
E52(0.5, 0.7, 0.9)(0.9, 1.0, 1.0)(0.7, 0.9, 1.0)(0.9, 1.0, 1.0)(0.7, 0.9, 1.0)(0.9, 1.0, 1.0)(0.9, 1.0, 1.0)(0.9, 1.0, 1.0)(0.9, 1.0, 1.0)(0.9, 1.0, 1.0)
E53(0.3, 0.5, 0.7)(0.7, 0.9, 1.0)(0.5, 0.7, 0.9)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.7, 0.9, 1.0)(0.9, 1.0, 1.0)(0.7, 0.9, 1.0)(0.9, 1.0, 1.0)
wj(0.41, 0.60, 0.79)(0.57, 0.76, 0.92)(0.48, 0.68, 0.86)(0.54, 0.73, 0.88)(0.50, 0.70, 0.86)(0.53, 0.71, 0.86)(0.62, 0.81, 0.95)(0.65, 0.82, 0.95)(0.50, 0.69, 0.85)(0.65, 0.80, 0.89)
Wb0.5999160.7470170.6750990.7138570.6858980.7010870.7928260.8041940.6807710.777891
Avg0.5999160.7470170.6750990.7138570.6858980.7469570.7424820.777891