Metric | AB | DT | LR | MLP | MNB | |
---|---|---|---|---|---|---|
ACC | MF_TFIDF_SFM | 0.87 ± 0.03 | 0.81 ± 0.04 | 0.87 ± 0.04 | 0.87 ± 0.04 | 0.89 ± 0.03 |
MF_TFIDF_SKB | 0.86 ± 0.02 | 0.82 ± 0.04 | 0.86 ± 0.03 | 0.87 ± 0.03 | 0.89 ± 0.03 | |
MF_TFIDF_SP | 0.85 ± 0.02 | 0.81 ± 0.03 | 0.87 ± 0.04 | 0.88 ± 0.04 | 0.85 ± 0.01 | |
MF_TFIDF_VT | 0.85 ± 0.02 | 0.82 ± 0.03 | 0.84 ± 0.03 | 0.84 ± 0.03 | 0.87 ± 0.04 | |
MF_TFIDF_VT_SKB | 0.86 ± 0.02 | 0.81 ± 0.03 | 0.85 ± 0.02 | 0.86 ± 0.02 | 0.89 ± 0.03 | |
TFIDF_SFM | 0.84 ± 0.02 | 0.78 ± 0.01 | 0.86 ± 0.03 | 0.85 ± 0.03 | 0.87 ± 0.03 | |
TFIDF_SKB | 0.84 ± 0.02 | 0.78 ± 0.03 | 0.85 ± 0.02 | 0.86 ± 0.03 | 0.87 ± 0.02 | |
TFIDF_SP | 0.84 ± 0.03 | 0.78 ± 0.03 | 0.87 ± 0.04 | 0.87 ± 0.04 | 0.85 ± 0.01 | |
TFIDF_VT | 0.8 ± 0.02 | 0.76 ± 0.03 | 0.81 ± 0.03 | 0.81 ± 0.03 | 0.81 ± 0.03 | |
TFIDF_VT_SKB | 0.83 ± 0.01 | 0.77 ± 0.02 | 0.83 ± 0.02 | 0.84 ± 0.02 | 0.86 ± 0.04 | |
AUC | MF_TFIDF_SFM | 0.84 ± 0.03 | 0.77 ± 0.04 | 0.86 ± 0.04 | 0.85 ± 0.04 | 0.87 ± 0.03 |
MF_TFIDF_SKB | 0.85 ± 0.03 | 0.78 ± 0.04 | 0.83 ± 0.02 | 0.84 ± 0.03 | 0.87 ± 0.02 | |
MF_TFIDF_SP | 0.84 ± 0.01 | 0.77 ± 0.03 | 0.86 ± 0.04 | 0.86 ± 0.04 | 0.8 ± 0.02 | |
MF_TFIDF_VT | 0.83 ± 0.02 | 0.78 ± 0.03 | 0.82 ± 0.03 | 0.82 ± 0.04 | 0.85 ± 0.04 | |
MF_TFIDF_VT_SKB | 0.84 ± 0.03 | 0.77 ± 0.04 | 0.83 ± 0.02 | 0.84 ± 0.02 | 0.87 ± 0.03 | |
TFIDF_SFM | 0.81 ± 0.03 | 0.73 ± 0.01 | 0.84 ± 0.03 | 0.83 ± 0.03 | 0.85 ± 0.04 | |
TFIDF_SKB | 0.81 ± 0.03 | 0.75 ± 0.03 | 0.81 ± 0.02 | 0.82 ± 0.02 | 0.84 ± 0.02 | |
TFIDF_SP | 0.82 ± 0.03 | 0.75 ± 0.04 | 0.84 ± 0.04 | 0.84 ± 0.04 | 0.79 ± 0.02 | |
TFIDF_VT | 0.76 ± 0.02 | 0.71 ± 0.03 | 0.77 ± 0.03 | 0.78 ± 0.03 | 0.78 ± 0.04 | |
TFIDF_VT_SKB | 0.8 ± 0.02 | 0.73 ± 0.01 | 0.81 ± 0.02 | 0.81 ± 0.02 | 0.84 ± 0.03 | |
F1 | MF_TFIDF_SFM | 0.9 ± 0.02 | 0.86 ± 0.03 | 0.9 ± 0.03 | 0.9 ± 0.03 | 0.92 ± 0.03 |
MF_TFIDF_SKB | 0.89 ± 0.02 | 0.86 ± 0.03 | 0.89 ± 0.02 | 0.9 ± 0.02 | 0.92 ± 0.02 | |
MF_TFIDF_SP | 0.88 ± 0.02 | 0.86 ± 0.02 | 0.91 ± 0.03 | 0.91 ± 0.03 | 0.9 ± 0.01 | |
MF_TFIDF_VT | 0.89 ± 0.02 | 0.87 ± 0.02 | 0.88 ± 0.02 | 0.88 ± 0.03 | 0.9 ± 0.03 | |
MF_TFIDF_VT_SKB | 0.89 ± 0.02 | 0.87 ± 0.02 | 0.89 ± 0.02 | 0.89 ± 0.02 | 0.91 ± 0.02 | |
TFIDF_SFM | 0.88 ± 0.02 | 0.84 ± 0.01 | 0.89 ± 0.03 | 0.89 ± 0.03 | 0.91 ± 0.03 | |
TFIDF_SKB | 0.88 ± 0.02 | 0.83 ± 0.03 | 0.89 ± 0.02 | 0.89 ± 0.02 | 0.9 ± 0.02 | |
TFIDF_SP | 0.88 ± 0.02 | 0.83 ± 0.03 | 0.9 ± 0.03 | 0.9 ± 0.03 | 0.89 ± 0.01 | |
TFIDF_VT | 0.86 ± 0.02 | 0.83 ± 0.02 | 0.86 ± 0.02 | 0.86 ± 0.02 | 0.86 ± 0.02 | |
TFIDF_VT_SKB | 0.88 ± 0.01 | 0.84 ± 0.01 | 0.87 ± 0.02 | 0.88 ± 0.02 | 0.9 ± 0.03 | |
SEN | MF_TFIDF_SFM | 0.91 ± 0.04 | 0.89 ± 0.03 | 0.91 ± 0.05 | 0.91 ± 0.05 | 0.93 ± 0.04 |
MF_TFIDF_SKB | 0.88 ± 0.05 | 0.89 ± 0.04 | 0.92 ± 0.04 | 0.92 ± 0.03 | 0.94 ± 0.04 | |
MF_TFIDF_SP | 0.86 ± 0.04 | 0.88 ± 0.03 | 0.92 ± 0.04 | 0.92 ± 0.04 | 0.98 ± 0.02 | |
MF_TFIDF_VT | 0.91 ± 0.04 | 0.92 ± 0.02 | 0.89 ± 0.03 | 0.89 ± 0.04 | 0.91 ± 0.04 | |
MF_TFIDF_VT_SKB | 0.89 ± 0.03 | 0.91 ± 0.03 | 0.9 ± 0.03 | 0.9 ± 0.03 | 0.93 ± 0.04 | |
TFIDF_SFM | 0.89 ± 0.04 | 0.89 ± 0.02 | 0.9 ± 0.04 | 0.89 ± 0.04 | 0.93 ± 0.03 | |
TFIDF_SKB | 0.91 ± 0.03 | 0.84 ± 0.06 | 0.92 ± 0.03 | 0.93 ± 0.04 | 0.94 ± 0.04 | |
TFIDF_SP | 0.87 ± 0.04 | 0.85 ± 0.05 | 0.92 ± 0.04 | 0.93 ± 0.04 | 0.97 ± 0.02 | |
TFIDF_VT | 0.9 ± 0.05 | 0.88 ± 0.03 | 0.89 ± 0.04 | 0.89 ± 0.03 | 0.87 ± 0.04 | |
TFIDF_VT_SKB | 0.91 ± 0.03 | 0.88 ± 0.03 | 0.89 ± 0.05 | 0.89 ± 0.05 | 0.91 ± 0.05 | |
SPE | MF_TFIDF_SFM | 0.78 ± 0.06 | 0.66 ± 0.06 | 0.8 ± 0.03 | 0.8 ± 0.04 | 0.82 ± 0.02 |
MF_TFIDF_SKB | 0.82 ± 0.08 | 0.68 ± 0.04 | 0.74 ± 0.03 | 0.77 ± 0.03 | 0.8 ± 0.02 | |
MF_TFIDF_SP | 0.81 ± 0.02 | 0.67 ± 0.05 | 0.79 ± 0.04 | 0.79 ± 0.04 | 0.62 ± 0.03 | |
MF_TFIDF_VT | 0.74 ± 0.03 | 0.63 ± 0.04 | 0.75 ± 0.05 | 0.75 ± 0.05 | 0.79 ± 0.07 | |
MF_TFIDF_VT_SKB | 0.79 ± 0.07 | 0.62 ± 0.06 | 0.76 ± 0.04 | 0.78 ± 0.03 | 0.8 ± 0.04 | |
TFIDF_SFM | 0.74 ± 0.07 | 0.58 ± 0.02 | 0.77 ± 0.04 | 0.77 ± 0.04 | 0.76 ± 0.06 | |
TFIDF_SKB | 0.71 ± 0.05 | 0.66 ± 0.06 | 0.71 ± 0.02 | 0.72 ± 0.03 | 0.73 ± 0.03 | |
TFIDF_SP | 0.77 ± 0.04 | 0.65 ± 0.09 | 0.76 ± 0.05 | 0.75 ± 0.06 | 0.6 ± 0.04 | |
TFIDF_VT | 0.62 ± 0.07 | 0.53 ± 0.03 | 0.65 ± 0.06 | 0.66 ± 0.05 | 0.68 ± 0.08 | |
TFIDF_VT_SKB | 0.7 ± 0.07 | 0.57 ± 0.02 | 0.74 ± 0.04 | 0.74 ± 0.05 | 0.77 ± 0.04 |