A hybrid approach to Twitter sentiment analysis using integration of ESN ISPBO and BERT.

Sci Rep · 2025 · PMC12824286 · PMID 41407919

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practically significantno p-value reported

The degree of analysis establishes that the conjunction of Echo State Networks and the Improved Student Psychology Based Optimizer with BERT embeddings establishes a uniquely powerful architecture for Twitter sentiment analysis and provides improvements that are both practically significant and statistically valid.

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