Table 2.
Strategy | Tuning | P0 | MAP |
---|---|---|---|
Impact of the description field | Description | 15.87% | 1.49% |
No description | 19.51% | 1.48% | |
Impact of the metadata field | No metadata | 30.92% | 1.74% |
Metadata on TAC | 30.30% | 1.60% | |
Metadata on TACD | 19.51% | 1.48% | |
Impact of the weighting model | PL2 | 19.51% | 1.48% |
BM25 | 20.05% | 1.59% | |
Impact of the co-citation network | Without re-ranking | 20.05% | 1.59% |
With re-ranking | 21.24% | 1.60% | |
Impact of the use of IPC codes | No IPC codes | 21.24% | 1.60% |
IPC codes | 23.28% | 1.62% |
Results in bold are the most effective and are therefore selected to perform further experiments. P0 indicates the top-precision and MAP represents the mean average precision.