Table 6.
Statistical significance tests for differences in performance using approximate randomization in 10-fold cross-validation
| CRF | SVM | Simple Majority Voting | Local CRF-Based Voting | Local SVM-Based Voting | |
|---|---|---|---|---|---|
|
Customized MedEx |
all, m, mo, do, f, du, r |
all, m, mo, do, f, du |
all, m, mo, do, f, du, r |
all, m, mo, do, f, du |
all, m, mo, do, f, du |
|
CRF |
|
do, f, du |
du |
all, do, du |
do, f |
|
SVM |
|
|
du |
du |
du |
|
Simple Majority Voting |
|
|
|
all, do, du |
du |
| Local CRF-Based Voting | NS |
The entries in cells indicate that the two systems are significantly different in F-scores for the whole system (all), medication (m), dosage (do), mode (mo), frequency (f), duration (du), and reason (r). NS means “not significant different”. Significance is decided at p = 0.05.