Research Article

The Influence of Research Reports on Stock Returns: The Mediating Effect of Machine-Learning-Based Investor Sentiment

Table 2

One-way ANOVA results (factor: algorithms).

Group 1Group 2Mean diff-adjLowerUpperReject

BernoulliNBLinearSVC−0.00580.001−0.0064−0.0052True
BernoulliNBLogisticRegression−0.00790.001−0.0085−0.0073True
BernoulliNBMultinomiaNB−0.00010.900−0.00070.0005False
BernoulliNBNuSVC−0.02390.001−0.0245−0.0234True
BernoulliNBSVC−0.02620.001−0.0268−0.0256True
LinearSVCLogisticRegression−0.00200.001−0.0026−0.0015True
LinearSVCMultinomiaNB0.00570.0010.00510.0063True
LinearSVCNuSVC−0.01810.001−0.0187−0.0175True
LinearSVCSVC−0.02040.001−0.0209−0.0198True
LogisticRegressionMultinomiaNB0.00770.0010.00710.0083True
LogisticRegressionNuSVC−0.01610.001−0.0167−0.0155True
LogisticRegressionSVC−0.01830.001−0.0189−0.0177True
MultinomiaNBNuSVC−0.02380.001−0.0244−0.0232True
MultinomiaNBSVC−0.02600.001−0.0266−0.0254True
NuSVCSVC−0.00220.001−0.0028−0.0016True