Table 4 Compassion of the proposed and existing approaches.

From: Leveraging hybrid model for accurate sentiment analysis of Twitter data

Method

Accuracy (%)

Bi-LSTM6

78.12

Transformer-based Model7

82.1

Bi-LSTM8

81.79

Ensemble Learning9

74.67

CNN-Bi-LSTM10

78.84

MapReduce11

75.5

Linear SVM12

81

Bi-LSTM-Optimized LR (The Proposed)

82.42