Matches in SemOpenAlex for { <https://semopenalex.org/work/W4366777716> ?p ?o ?g. }
Showing items 1 to 64 of
64
with 100 items per page.
- W4366777716 abstract "This paper has the aim of solving problems in research studies on the analysis tasks of text emotion; the problems are the low utilization of text, the difficulty of effective information extraction, the failure of recognizing word polysemy with effectiveness. Thus, based on LSTM and Bert, the method of sentiment analysis on text is adopted. To be precise, word embedding of dataset in view of the skip-gram model is used for training course. In each sample, the word embeddings combine matric with the two-dimensional feature to be neural network input. Next, construction of analysis model for text sentiment combines Bert pre-training language model and long short-term memory (LSTM) network, using the word vector pre-trained by Bert instead of that trained in the traditional way to dynamically generate the semantic vector according to the word context. Finally, the semantic representation of words from text is improved by effectively identifying the polysemy of words, and the semantic vector is input into the LSTM to capture the semantic dependencies, thereby enhancing the ability to extract valid information. The Accuracy, Precision, Recall and F-Measure for the method of Bert–LSTM based on analysis of text sentiment are 0.89, 0.9, 0.84 and 0.87, indicating high value than the compared ones. Thus, the proposed method significantly outperforms the comparison methods in text sentiment analysis." @default.
- W4366777716 created "2023-04-25" @default.
- W4366777716 creator A5007827914 @default.
- W4366777716 creator A5017502093 @default.
- W4366777716 date "2023-06-12" @default.
- W4366777716 modified "2023-09-26" @default.
- W4366777716 title "Sentiment Analysis of Social Network Comment Text Based on LSTM and Bert" @default.
- W4366777716 doi "https://doi.org/10.1142/s0218126623502924" @default.
- W4366777716 hasPublicationYear "2023" @default.
- W4366777716 type Work @default.
- W4366777716 citedByCount "0" @default.
- W4366777716 crossrefType "journal-article" @default.
- W4366777716 hasAuthorship W4366777716A5007827914 @default.
- W4366777716 hasAuthorship W4366777716A5017502093 @default.
- W4366777716 hasConcept C138885662 @default.
- W4366777716 hasConcept C151730666 @default.
- W4366777716 hasConcept C154945302 @default.
- W4366777716 hasConcept C162324750 @default.
- W4366777716 hasConcept C187736073 @default.
- W4366777716 hasConcept C204321447 @default.
- W4366777716 hasConcept C2777462759 @default.
- W4366777716 hasConcept C2779343474 @default.
- W4366777716 hasConcept C2780276568 @default.
- W4366777716 hasConcept C2780451532 @default.
- W4366777716 hasConcept C41008148 @default.
- W4366777716 hasConcept C41608201 @default.
- W4366777716 hasConcept C41895202 @default.
- W4366777716 hasConcept C44572571 @default.
- W4366777716 hasConcept C66402592 @default.
- W4366777716 hasConcept C86803240 @default.
- W4366777716 hasConcept C90805587 @default.
- W4366777716 hasConceptScore W4366777716C138885662 @default.
- W4366777716 hasConceptScore W4366777716C151730666 @default.
- W4366777716 hasConceptScore W4366777716C154945302 @default.
- W4366777716 hasConceptScore W4366777716C162324750 @default.
- W4366777716 hasConceptScore W4366777716C187736073 @default.
- W4366777716 hasConceptScore W4366777716C204321447 @default.
- W4366777716 hasConceptScore W4366777716C2777462759 @default.
- W4366777716 hasConceptScore W4366777716C2779343474 @default.
- W4366777716 hasConceptScore W4366777716C2780276568 @default.
- W4366777716 hasConceptScore W4366777716C2780451532 @default.
- W4366777716 hasConceptScore W4366777716C41008148 @default.
- W4366777716 hasConceptScore W4366777716C41608201 @default.
- W4366777716 hasConceptScore W4366777716C41895202 @default.
- W4366777716 hasConceptScore W4366777716C44572571 @default.
- W4366777716 hasConceptScore W4366777716C66402592 @default.
- W4366777716 hasConceptScore W4366777716C86803240 @default.
- W4366777716 hasConceptScore W4366777716C90805587 @default.
- W4366777716 hasLocation W43667777161 @default.
- W4366777716 hasOpenAccess W4366777716 @default.
- W4366777716 hasPrimaryLocation W43667777161 @default.
- W4366777716 hasRelatedWork W2108061274 @default.
- W4366777716 hasRelatedWork W2249191539 @default.
- W4366777716 hasRelatedWork W2335882425 @default.
- W4366777716 hasRelatedWork W3024381485 @default.
- W4366777716 hasRelatedWork W3132982245 @default.
- W4366777716 hasRelatedWork W3189064355 @default.
- W4366777716 hasRelatedWork W3208966307 @default.
- W4366777716 hasRelatedWork W4283756234 @default.
- W4366777716 hasRelatedWork W4295267149 @default.
- W4366777716 hasRelatedWork W4312546084 @default.
- W4366777716 isParatext "false" @default.
- W4366777716 isRetracted "false" @default.
- W4366777716 workType "article" @default.