Table 6.
C5.0 decision rules for the 2-8-30D model.
Rule number (training cases applicable/misclassified) | Class predicted (confidence) | Antecedents |
Rule 1 (516/26) | Prolific (0.948) | Count ≤ 7 |
|
MeanDura > 646.875 | |
|
MeanDur ≤ 837 | |
|
SDDurb > 391.805 | |
|
SDDur ≤ 1290.503 | |
Rule 2 (367/23) | Prolific (0.935) | MeanDur > 549 |
|
MeanDur ≤ 646.875 | |
|
SDDur > 386.0335 | |
Rule 3 (169/11) | Prolific (0.930) | MeanDur > 837 |
|
MeanDur ≤ 1632.125 | |
|
SDDur > 320.4684 | |
|
SDDur ≤ 433.749 | |
Rule 4 (120/8) | Prolific (0.926) | Count > 7 |
|
MeanDur > 646.875 | |
|
MeanDur ≤ 837 | |
|
SDDur > 320.4684 | |
|
SDDur ≤ 1290.503 | |
Rule 5 (269/39) | Prolific (0.852) | Count > 7 |
|
MeanDur > 930.5 | |
|
MeanDur ≤ 1678.5 | |
|
SDDur > 320.4684 | |
|
SDDur ≤ 1810.193 | |
|
IATLifec ≤ 2420253 | |
Rule 6 (332/51) | Prolific (0.844) | MeanDur > 776.125 |
|
MeanDur ≤ 1575 | |
|
IATLife > 1886978 | |
Rule 7 (96/15) | Prolific (0.837) | MeanDur > 930.5 |
|
MeanDur ≤ 2126.5 | |
|
SDDur > 320.4684 | |
|
SDDur ≤ 1810.193 | |
|
IATLife > 2420253 | |
Rule 8 (5432/1917) | Prolific (0.647) | SDDur > 320.4684 |
Rule 9 (4703/310) | Other (0.934) | MeanDur ≤ 353 |
|
SDDur ≤ 464.1454 | |
Rule 10 (806/97) | Other (0.879) | Count ≤ 7 |
|
SDDur > 1376.03 | |
Rule 11 (664/80) | Other (0.878) | Count ≤ 3 |
|
MeanDur > 1124 | |
|
SDDur > 1197.839 | |
Rule 12 (63/7) | Other (0.877) | Count > 7 |
|
MeanDur > 930.5 | |
|
SDDur > 1290.503 | |
|
IATLife > 456108 | |
|
IATLife ≤ 2420253 | |
Rule 13 (564/69) | Other (0.876) | MeanDur > 1716 |
|
SDDur > 1124.133 | |
Rule 14 (6178/855) | Other (0.861) | SDDur ≤ 433.749 |
Rule 15 (990/139) | Other (0.859) | MeanDur > 930.5 |
|
SDDur > 1290.503 | |
|
IATLife ≤ 2420253 | |
Rule 16 (590/102) | Other (0.826) | MeanDur > 2062.667 |
|
SDDur > 320.4684 | |
Default | Other |
|
aMeanDur: mean duration of initial calls
bSDDur: standard deviation of initial calls.
cIATLife: Inter-Arrival-Time Life