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Student Action Prediction on Biotechnology Student Logs

0.324Mean Error (t=0)

Collective Student Model

Updated 5mo ago

Evaluation Results

Method
Collective Student Model 2025.12	0.324	0.201	0.197	0.192	0.12	0.053
Collective Student Model 2025.12	0.341	0.1	0.093	0.084	0.066	0.053
Collective Student Model 2025.12	0.358	0.323	0.307	0.264	0.189	0.153
Collective Student Model 2025.12	0.361	0.213	0.208	0.198	0.124	0.062
Collective Student Model 2025.12	0.367	0.207	0.202	0.19	0.119	0.057
Collective Student Model 2025.12	0.372	0.212	0.207	0.194	0.12	0.07
Collective Student Model 2025.12	0.377	0.306	0.3	0.274	0.12	0.053
Collective Student Model 2025.12	0.393	0.354	0.34	0.303	0.236	0.21
Collective Student Model 2025.12	0.394	0.358	0.346	0.308	0.238	0.217
Collective Student Model 2025.12	0.4	0.363	0.35	0.312	0.24	0.218
No Clustering 2025.12	0.412	0.369	0.356	0.315	0.247	0.202
Collective Student Model 2025.12	0.414	0.321	0.309	0.269	0.119	0.057
Collective Student Model 2025.12	0.416	0.33	0.323	0.281	0.124	0.062
Collective Student Model 2025.12	0.422	0.331	0.323	0.277	0.12	0.07
Collective Student Model 2025.12	0.427	0.365	0.349	0.28	0.136	0.105
No Clustering 2025.12	0.427	0.197	0.186	0.182	0.105	0.042
Collective Student Model 2025.12	0.435	0.117	0.109	0.097	0.088	0.062
Collective Student Model 2025.12	0.444	0.112	0.104	0.092	0.085	0.057
No Clustering 2025.12	0.444	0.312	0.298	0.269	0.105	0.042
Collective Student Model 2025.12	0.445	0.383	0.361	0.29	0.146	0.123
Collective Student Model 2025.12	0.452	0.117	0.106	0.092	0.083	0.07
Collective Student Model 2025.12	0.463	0.389	0.366	0.285	0.126	0.069
Collective Student Model 2025.12	0.465	0.389	0.358	0.274	0.119	0.059
Collective Student Model 2025.12	0.473	0.397	0.37	0.285	0.123	0.08
Collective Student Model 2025.12	0.483	0.415	0.388	0.312	0.162	0.131
Collective Student Model 2025.12	0.485	0.414	0.383	0.302	0.154	0.14
Collective Student Model 2025.12	0.493	0.423	0.394	0.312	0.159	0.145
No Clustering 2025.12	0.504	0.4	0.356	0.277	0.105	0.042
No Clustering 2025.12	0.522	0.433	0.4	0.312	0.146	0.107
No Clustering 2025.12	0.574	0.105	0.085	0.077	0.07	0.042