From: Temporal topic model for clinical pathway mining from electronic medical records
Methods | Radiotherapy | Surgery | Chemotherapy | ||||||
---|---|---|---|---|---|---|---|---|---|
\(N=5\) | \(N=10\) | \(N=20\) | \(N=5\) | \(N=10\) | \(N=20\) | \(N=5\) | \(N=10\) | \(N=20\) | |
Kmeans | 0.7047 | 0.6934 | 0.6538 | 0.6624 | 0.6875 | 0.6467 | 0.6855 | 0.6726 | 0.6328 |
Hier-Cluster | 0.8026 | 0.7752 | 0.7628 | 0.7843 | 0.7652 | 0.7587 | 0.8128 | 0.7945 | 0.7831 |
LDA | 0.8467 | 0.8159 | 0.7994 | 0.8363 | 0.8244 | 0.8098 | 0.8656 | 0.8478 | 0.8321 |
MMT | 0.8521 | 0.8320 | 0.8254 | 0.8297 | 0.8256 | 0.8186 | 0.8784 | 0.8542 | 0.8434 |