Student Action Prediction on Biotechnology Student Logs
0.324Mean Error (t=0)Collective Student Model
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Collective Student ModelClustering Function=Sequences, Clustering Algorithm=Microsoft Sequence Clustering, Number of Clusters=6, Support Confidence=0.752025.12 | 0.324 | 0.201 | 0.197 | 0.192 | 0.12 | 0.053 | |
| Collective Student ModelClustering Function=Sequences, Clustering Algorithm=Microsoft Sequence Clustering, Number of Clusters=6, Support Confidence=0.92025.12 | 0.341 | 0.1 | 0.093 | 0.084 | 0.066 | 0.053 | |
| Collective Student ModelClustering Function=Sequences, Clustering Algorithm=Microsoft Sequence Clustering, Number of Clusters=6, Support Confidence=02025.12 | 0.358 | 0.323 | 0.307 | 0.264 | 0.189 | 0.153 | |
| Collective Student ModelClustering Function=Errors, Clustering Algorithm=XMeans, Number of Clusters=2, Support Confidence=0.752025.12 | 0.361 | 0.213 | 0.208 | 0.198 | 0.124 | 0.062 | |
| Collective Student ModelClustering Function=Events by Zone, Clustering Algorithm=XMeans, Number of Clusters=2, Support Confidence=0.752025.12 | 0.367 | 0.207 | 0.202 | 0.19 | 0.119 | 0.057 | |
| Collective Student ModelClustering Function=Errors and Time, Clustering Algorithm=EM, Number of Clusters=2, Support Confidence=0.752025.12 | 0.372 | 0.212 | 0.207 | 0.194 | 0.12 | 0.07 | |
| Collective Student ModelClustering Function=Sequences, Clustering Algorithm=Microsoft Sequence Clustering, Number of Clusters=6, Support Confidence=0.52025.12 | 0.377 | 0.306 | 0.3 | 0.274 | 0.12 | 0.053 | |
| Collective Student ModelClustering Function=Events by Zone, Clustering Algorithm=XMeans, Number of Clusters=2, Support Confidence=02025.12 | 0.393 | 0.354 | 0.34 | 0.303 | 0.236 | 0.21 | |
| Collective Student ModelClustering Function=Errors, Clustering Algorithm=XMeans, Number of Clusters=2, Support Confidence=02025.12 | 0.394 | 0.358 | 0.346 | 0.308 | 0.238 | 0.217 | |
| Collective Student ModelClustering Function=Errors and Time, Clustering Algorithm=EM, Number of Clusters=2, Support Confidence=02025.12 | 0.4 | 0.363 | 0.35 | 0.312 | 0.24 | 0.218 | |
| No ClusteringSupport Confidence=02025.12 | 0.412 | 0.369 | 0.356 | 0.315 | 0.247 | 0.202 | |
| Collective Student ModelClustering Function=Events by Zone, Clustering Algorithm=XMeans, Number of Clusters=2, Support Confidence=0.52025.12 | 0.414 | 0.321 | 0.309 | 0.269 | 0.119 | 0.057 | |
| Collective Student ModelClustering Function=Errors, Clustering Algorithm=XMeans, Number of Clusters=2, Support Confidence=0.52025.12 | 0.416 | 0.33 | 0.323 | 0.281 | 0.124 | 0.062 | |
| Collective Student ModelClustering Function=Errors and Time, Clustering Algorithm=EM, Number of Clusters=2, Support Confidence=0.52025.12 | 0.422 | 0.331 | 0.323 | 0.277 | 0.12 | 0.07 | |
| Collective Student ModelClustering Function=Sequences, Clustering Algorithm=Microsoft Sequence Clustering, Number of Clusters=6, Support Confidence=0.252025.12 | 0.427 | 0.365 | 0.349 | 0.28 | 0.136 | 0.105 | |
| No ClusteringSupport Confidence=0.752025.12 | 0.427 | 0.197 | 0.186 | 0.182 | 0.105 | 0.042 | |
| Collective Student ModelClustering Function=Errors, Clustering Algorithm=XMeans, Number of Clusters=2, Support Confidence=0.92025.12 | 0.435 | 0.117 | 0.109 | 0.097 | 0.088 | 0.062 | |
| Collective Student ModelClustering Function=Events by Zone, Clustering Algorithm=XMeans, Number of Clusters=2, Support Confidence=0.92025.12 | 0.444 | 0.112 | 0.104 | 0.092 | 0.085 | 0.057 | |
| No ClusteringSupport Confidence=0.52025.12 | 0.444 | 0.312 | 0.298 | 0.269 | 0.105 | 0.042 | |
| Collective Student ModelClustering Function=Sequences, Clustering Algorithm=Microsoft Sequence Clustering, Number of Clusters=6, Support Confidence=0.12025.12 | 0.445 | 0.383 | 0.361 | 0.29 | 0.146 | 0.123 | |
| Collective Student ModelClustering Function=Errors and Time, Clustering Algorithm=EM, Number of Clusters=2, Support Confidence=0.92025.12 | 0.452 | 0.117 | 0.106 | 0.092 | 0.083 | 0.07 | |
| Collective Student ModelClustering Function=Errors, Clustering Algorithm=XMeans, Number of Clusters=2, Support Confidence=0.252025.12 | 0.463 | 0.389 | 0.366 | 0.285 | 0.126 | 0.069 | |
| Collective Student ModelClustering Function=Events by Zone, Clustering Algorithm=XMeans, Number of Clusters=2, Support Confidence=0.252025.12 | 0.465 | 0.389 | 0.358 | 0.274 | 0.119 | 0.059 | |
| Collective Student ModelClustering Function=Errors and Time, Clustering Algorithm=EM, Number of Clusters=2, Support Confidence=0.252025.12 | 0.473 | 0.397 | 0.37 | 0.285 | 0.123 | 0.08 | |
| Collective Student ModelClustering Function=Errors, Clustering Algorithm=XMeans, Number of Clusters=2, Support Confidence=0.12025.12 | 0.483 | 0.415 | 0.388 | 0.312 | 0.162 | 0.131 | |
| Collective Student ModelClustering Function=Events by Zone, Clustering Algorithm=XMeans, Number of Clusters=2, Support Confidence=0.12025.12 | 0.485 | 0.414 | 0.383 | 0.302 | 0.154 | 0.14 | |
| Collective Student ModelClustering Function=Errors and Time, Clustering Algorithm=EM, Number of Clusters=2, Support Confidence=0.12025.12 | 0.493 | 0.423 | 0.394 | 0.312 | 0.159 | 0.145 | |
| No ClusteringSupport Confidence=0.252025.12 | 0.504 | 0.4 | 0.356 | 0.277 | 0.105 | 0.042 | |
| No ClusteringSupport Confidence=0.12025.12 | 0.522 | 0.433 | 0.4 | 0.312 | 0.146 | 0.107 | |
| No ClusteringSupport Confidence=0.92025.12 | 0.574 | 0.105 | 0.085 | 0.077 | 0.07 | 0.042 |