Research Article

An Efficient Sentiment Classification Method with the Help of Neighbors and a Hybrid of RNN Models

Table 3

The effect of the neighborhood technique.

NeighboringMetricsDataset
BGBISMVSA-SingleTwitterIMDB

Not taken into accountAccuracy98.2397.5480.7795.1486.65
Precision98.4698.2980.2095.1889.45
Recall98.1596.2180.7995.1482.41
F1-score98.1097.9580.1195.1186.01

Taken into accountAccuracy99.6098.3282.1996.1387.60
Precision99.5599.5182.3996.1291.06
Recall99.6597.5482.1696.1383.64
F1-score99.6098.5282.2296.1287.20

Bold values indicate that the proposed neighbourhood technique model has achieved better results.