Research Article

Investor Sentiment Combined with Multisource Information to Predict Stock Prices: An Analysis of China’s A-Share Market

Table 5

Stock return forecast results in the long term.

Method45 days60 days90 days
AccuracyF1-scoreAccuracyF1-scoreAccuracyF1-score

SVM0.5870.5330.5670.5640.5440.512
LSTM0.5160.5410.5260.5620.5070.531
RrmsNet [4]0.5420.5500.5330.5440.5120.507
SenticNet [5]0.5680.5490.5890.5510.5270.514
Ours0.5480.5390.5420.5770.5250.530

Bold values represent the best performance.