Table 4 Optimal parameter selection.
Twitter15 dataset | ||||||
|---|---|---|---|---|---|---|
Acc | NR | FR | TR | UR | ||
\({F}_{1}\) | \({F}_{1}\) | \({F}_{1}\) | \({F}_{1}\) | |||
\(\upeta =0.4\) | \(\upkappa =0.1\) | 0.920 | 0.958 | 0.911 | 0.920 | 0.889 |
\(\upeta =0.1\) | \(\upkappa =0.1\) | 0.905 | 0.945 | 0.917 | 0.900 | 0.855 |
\(\upeta =0.5\) | \(\upkappa =0.1\) | 0.902 | 0.928 | 0.917 | 0.920 | 0.841 |
\(\upeta =0.4\) | \(\upkappa =0.2\) | 0.913 | 0.923 | 0.897 | 0.918 | 0.913 |
Twitter16 dataset | ||||||
|---|---|---|---|---|---|---|
Acc | NR | FR | TR | UR | ||
\({F}_{1}\) | \({F}_{1}\) | \({F}_{1}\) | \({F}_{1}\) | |||
\(\upeta =0.3\) | \(\upkappa =0.1\) | 0.929 | 0.946 | 0.911 | 0.926 | 0.933 |
\(\upeta =0.1\) | \(\upkappa =0.1\) | 0.918 | 0.944 | 0.901 | 0.938 | 0.891 |
\(\upeta =0.5\) | \(\upkappa =0.1\) | 0.928 | 0.957 | 0.897 | 0.928 | 0.933 |
\(\upeta =0.3\) | \(\upkappa =0.2\) | 0.913 | 0.923 | 0.897 | 0.918 | 0.913 |
