From: Selection of data analytic techniques by using fuzzy AHP TOPSIS from a healthcare perspective
Factors/Alternatives | F1 (Capture) | F2 (Cleaning) | F3 (Storage) | F4 (Security) | F5 (Stewardship) | F6 (Querying) | F7 (Reporting) | F8 (Visualization) | F9 (Updating) | F10 (Sharing) |
---|---|---|---|---|---|---|---|---|---|---|
ALT1 (Descriptive Analytics) | (0.5000, 0.8000, 1.0000) | (0.4800, 0.7000, 0.9000) | (0.4800, 0.7000, 0.9000) | (0.2800, 0.5000, 0.7000) | (0.4800, 0.7000, 0.9000) | (0.4800, 0.7000, 0.9000) | (0.2800, 0.5000, 0.7000) | (0.4800, 0.7000, 0.9000) | (0.4800, 0.7000, 0.9000) | (0.2800, 0.5000, 0.7000) |
ALT2 (Diagnostic Analytics) | (0.6000, 0.8000, 1.0000) | (0.5000, 0.7000, 0.9000) | (0.4100, 0.6000, 0.8400) | (0.2800, 0.5000, 0.7200) | (0.5000, 0.7200, 0.9400) | (0.4000, 0.6000, 0.8400) | (0.2800, 0.5000, 0.7200) | (0.5000, 0.7200, 0.9400) | (0.4100, 0.6300, 0.8400) | (0.2800, 0.5000, 0.7000) |
ALT3 (Predictive Analytics) | (0.5000, 0.7000, 0.9000) | (0.3900, 0.6000, 0.8000) | (0.4000, 0.6500, 0.8600) | (0.3300, 0.5400, 0.7600) | (0.3900, 0.6000, 0.8300) | (0.4400, 0.6500, 0.8600) | (0.3300, 0.5400, 0.7600) | (0.3900, 0.6100, 0.8300) | (0.4400, 0.6500, 0.8600) | (0.3000, 0.5000, 0.7600) |
ALT4 (Prescriptive Analytics) | (0.6000, 0.8000, 1.0000) | (0.5000, 0.7000, 0.9500) | (0.5000, 0.7200, 0.9000) | (0.3500, 0.5700, 0.7800) | (0.5200, 0.7400, 0.9500) | (0.5000, 0.7200, 0.9100) | (0.3500, 0.5700, 0.7800) | (0.5200, 0.7400, 0.9500) | (0.5000, 0.7200, 0.9100) | (0.3500, 0.5700, 0.7800) |
ALT5 (Discovery Analytics) | (0.5000, 0.7000, 1.0000) | (0.4000, 0.6500, 0.8700) | (0.4000, 0.6000, 0.8500) | (0.2800, 0.5000, 0.7200) | (0.4400, 0.6500, 0.8700) | (0.4100, 0.6300, 0.8500) | (0.2800, 0.5000, 0.7200) | (0.4400, 0.6500, 0.8700) | (0.4100, 0.6300, 0.8500) | (0.2800, 0.5000, 0.7000) |
ALT6 (Regression) | (0.5000, 0.8000, 1.0000) | (0.4800, 0.7000, 0.9000) | (0.4600, 0.6700, 0.8800) | (0.2700, 0.4800, 0.7000) | (0.4800, 0.7000, 0.9100) | (0.4600, 0.6700, 0.8800) | (0.2700, 0.4800, 0.7000) | (0.4800, 0.7000, 0.9100) | (0.4600, 0.6700, 0.8800) | (0.2700, 0.4800, 0.7000) |
ALT7 (Cohort Analytics) | (0.5000, 0.7000, 0.9000) | (0.3900, 0.6000, 0.8300) | (0.4000, 0.6500, 0.8600) | (0.3300, 0.5400, 0.7600) | (0.3900, 0.6100, 0.8300) | (0.4400, 0.6500, 0.8600) | (0.3300, 0.5400, 0.7600) | (0.3900, 0.6100, 0.8300) | (0.4400, 0.6500, 0.8600) | (0.3000, 0.5400, 0.7600) |
ALT8 (Inferential Analytics) | (0.6000, 0.8000, 1.0000) | (0.5000, 0.7000, 0.9500) | (0.5000, 0.7000, 0.9100) | (0.3500, 0.5700, 0.7800) | (0.5200, 0.7400, 0.9500) | (0.5000, 0.7200, 0.9100) | (0.3500, 0.5700, 0.7800) | (0.5200, 0.7400, 0.9500) | (0.5000, 0.7200, 0.9100) | (0.3500, 0.5700, 0.7800) |