TABLE 4.
Artificially Generated Missing Data (MCAR)
|
Artificially Generated Missing Data (NMAR)
|
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---|---|---|---|---|---|---|---|---|---|---|
EM-Imputed
|
Mean across Multiple (5) Imputations
|
EM-Imputed
|
Mean across Multiple (5) Imputations
|
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Day of the Week | RMSD (MSD) | Spearman Correlation | RMSD (MSD) | Spearman Correlation | RMSD (MSD) | Spearman Correlation | RMSD (MSD) | Spearman Correlation | ||
Mon | 101 (−26) | 0.63 | 108 (−32) | 0.64 | 64 (14) | 0.54 | 67 (15) | 0.41 | ||
Tues | 92 (−4) | 0.72 | 108 (7) | 0.80 | 65 (30) | 0.33 | 63 (13) | 0.55 | ||
Weds | 76 (11) | 0.75 | 80 (8) | 0.87 | 65 (39) | 0.61 | 87 (44) | 0.37 | ||
Thurs | 129 (−6) | 0.21 | 133 (5) | 0.34 | 60 (35) | 0.56 | 62 (12) | 0.44 | ||
Fri | 119 (19) | 0.53 | 119 (26) | 0.42 | 89 (52) | 0.36 | 87 (45) | 0.32 | ||
Sat | 139 (−8) | 0.29 | 156 (−9) | 0.13 | 76 (26) | 0.21 | 98 (25) | 0.09 | ||
Sun | 92 (3) | 0.45 | 92 (5) | 0.40 | 60 (25) | 0.29 | 69 (23) | 0.32 | ||
Weekday average | 105 (−5.9) | 0.58 | 111 (−3.7) | 0.60 | 69 (30) | 0.48 | 72 (24) | 0.41 | ||
Weekend average | 114 (−2.3) | 0.38 | 122 (−1.1) | 0.27 | 68 (25) | 0.25 | 83 (24) | 0.20 | ||
Daily averagea | 109 (−4.4) | 0.49 | 116 (−2.6) | 0.46 | 69 (28) | 0.38 | 77 (24) | 0.32 | ||
Weekdays | ||||||||||
6–9 a.m. | 41 (−8) | 0.59 | 42 (−8) | 0.49 | 20 (14) | 0.37 | 21 (10) | 0.16 | ||
9 a.m.–2 p.m. | 31 (3) | 0.42 | 33 (6) | 0.38 | 28 (10) | 0.38 | 32 (10) | 0.28 | ||
2–5 p.m. | 44 (5) | 0.38 | 46 (6) | 0.26 | 30 (17) | 0.34 | 41 (16) | 0.13 | ||
5 p.m.–8 p.m. | 81 (−4) | 0.09 | 80 (−3) | 0.21 | 25 (16) | 0.00 | 34 s(10) | 0.19 | ||
8 p.m.–12 a.m. | 26 (6) | 0.44 | 28 (9) | 0.11 | 20 (8) | 0.27 | 29 (2) | −0.04 | ||
Weekday average | 44 (0.3) | 0.37 | 46 (2.1) | 0.29 | 25 (13) | 0.27 | 31 (9.4) | 0.14 | ||
Weekend days | ||||||||||
6–11 a.m. | 31 (−2) | 0.12 | 32 (0) | 0.11 | 12 (10) | 0.12 | 23 (12) | 0.06 | ||
11 a.m.–2 p.m. | 36 (1) | 0.05 | 36 (0) | 0.05 | 20 (10) | 0.24 | 26 (−1) | −0.08 | ||
2–5 p.m. | 38 (3) | 0.22 | 41 (4) | 0.17 | 26 (12) | 0.33 | 34 (4) | 0.15 | ||
5–8 p.m. | 39 (−4) | 0.23 | 45 (−1) | −0.11 | 24 (18) | 0.09 | 34 (10) | 0.10 | ||
8 p.m.–12 a.m. | 36 (0) | 0.23 | 37 (3) | −0.05 | 22 (11) | 0.28 | 41 (15) | 0.15 | ||
Weekend average | 36 (−0.5) | 0.17 | 38 (1.1) | 0.12 | 21 (12) | 0.21 | 32 (8.1) | 0.08 | ||
Daily averagea | 42 (0.1) | 0.32 | 44 (1.8) | 0.24 | 23 (13) | 0.25 | 31 (9.0) | 0.12 |