Matches in SemOpenAlex for { <https://semopenalex.org/work/W4287958425> ?p ?o ?g. }
Showing items 1 to 98 of
98
with 100 items per page.
- W4287958425 endingPage "e1047" @default.
- W4287958425 startingPage "e1047" @default.
- W4287958425 abstract "Social media platforms such as Twitter, YouTube, Instagram and Facebook are leading sources of large datasets nowadays. Twitter's data is one of the most reliable due to its privacy policy. Tweets have been used for sentiment analysis and to identify meaningful information within the dataset. Our study focused on the distance learning domain in Saudi Arabia by analyzing Arabic tweets about distance learning. This work proposes a model for analyzing people's feedback using a Twitter dataset in the distance learning domain. The proposed model is based on the Apache Spark product to manage the large dataset. The proposed model uses the Twitter API to get the tweets as raw data. These tweets were stored in the Apache Spark server. A regex-based technique for preprocessing removed retweets, links, hashtags, English words and numbers, usernames, and emojis from the dataset. After that, a Logistic-based Regression model was trained on the pre-processed data. This Logistic Regression model, from the field of machine learning, was used to predict the sentiment inside the tweets. Finally, a Flask application was built for sentiment analysis of the Arabic tweets. The proposed model gives better results when compared to various applied techniques. The proposed model is evaluated on test data to calculate Accuracy, F1 Score, Precision, and Recall, obtaining scores of 91%, 90%, 90%, and 89%, respectively." @default.
- W4287958425 created "2022-07-26" @default.
- W4287958425 creator A5016334331 @default.
- W4287958425 date "2022-07-26" @default.
- W4287958425 modified "2023-10-01" @default.
- W4287958425 title "A machine learning-based approach for sentiment analysis on distance learning from Arabic Tweets" @default.
- W4287958425 cites W2562617836 @default.
- W4287958425 cites W2598976054 @default.
- W4287958425 cites W2767327746 @default.
- W4287958425 cites W2800071604 @default.
- W4287958425 cites W2913739235 @default.
- W4287958425 cites W2964236337 @default.
- W4287958425 cites W2974476431 @default.
- W4287958425 cites W2979963738 @default.
- W4287958425 cites W3001455619 @default.
- W4287958425 cites W3021545172 @default.
- W4287958425 cites W3025748050 @default.
- W4287958425 cites W3049681097 @default.
- W4287958425 cites W3080302003 @default.
- W4287958425 cites W3095369918 @default.
- W4287958425 cites W3098239359 @default.
- W4287958425 cites W3106609128 @default.
- W4287958425 cites W3113817575 @default.
- W4287958425 cites W3151515603 @default.
- W4287958425 cites W3188037342 @default.
- W4287958425 doi "https://doi.org/10.7717/peerj-cs.1047" @default.
- W4287958425 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/36092011" @default.
- W4287958425 hasPublicationYear "2022" @default.
- W4287958425 type Work @default.
- W4287958425 citedByCount "3" @default.
- W4287958425 countsByYear W42879584252022 @default.
- W4287958425 countsByYear W42879584252023 @default.
- W4287958425 crossrefType "journal-article" @default.
- W4287958425 hasAuthorship W4287958425A5016334331 @default.
- W4287958425 hasBestOaLocation W42879584251 @default.
- W4287958425 hasConcept C10551718 @default.
- W4287958425 hasConcept C119857082 @default.
- W4287958425 hasConcept C124101348 @default.
- W4287958425 hasConcept C132964779 @default.
- W4287958425 hasConcept C134306372 @default.
- W4287958425 hasConcept C136764020 @default.
- W4287958425 hasConcept C138885662 @default.
- W4287958425 hasConcept C154945302 @default.
- W4287958425 hasConcept C199360897 @default.
- W4287958425 hasConcept C202444582 @default.
- W4287958425 hasConcept C204321447 @default.
- W4287958425 hasConcept C2781215313 @default.
- W4287958425 hasConcept C33923547 @default.
- W4287958425 hasConcept C34736171 @default.
- W4287958425 hasConcept C36503486 @default.
- W4287958425 hasConcept C41008148 @default.
- W4287958425 hasConcept C41895202 @default.
- W4287958425 hasConcept C518677369 @default.
- W4287958425 hasConcept C66402592 @default.
- W4287958425 hasConcept C96455323 @default.
- W4287958425 hasConcept C9652623 @default.
- W4287958425 hasConceptScore W4287958425C10551718 @default.
- W4287958425 hasConceptScore W4287958425C119857082 @default.
- W4287958425 hasConceptScore W4287958425C124101348 @default.
- W4287958425 hasConceptScore W4287958425C132964779 @default.
- W4287958425 hasConceptScore W4287958425C134306372 @default.
- W4287958425 hasConceptScore W4287958425C136764020 @default.
- W4287958425 hasConceptScore W4287958425C138885662 @default.
- W4287958425 hasConceptScore W4287958425C154945302 @default.
- W4287958425 hasConceptScore W4287958425C199360897 @default.
- W4287958425 hasConceptScore W4287958425C202444582 @default.
- W4287958425 hasConceptScore W4287958425C204321447 @default.
- W4287958425 hasConceptScore W4287958425C2781215313 @default.
- W4287958425 hasConceptScore W4287958425C33923547 @default.
- W4287958425 hasConceptScore W4287958425C34736171 @default.
- W4287958425 hasConceptScore W4287958425C36503486 @default.
- W4287958425 hasConceptScore W4287958425C41008148 @default.
- W4287958425 hasConceptScore W4287958425C41895202 @default.
- W4287958425 hasConceptScore W4287958425C518677369 @default.
- W4287958425 hasConceptScore W4287958425C66402592 @default.
- W4287958425 hasConceptScore W4287958425C96455323 @default.
- W4287958425 hasConceptScore W4287958425C9652623 @default.
- W4287958425 hasLocation W42879584251 @default.
- W4287958425 hasLocation W42879584252 @default.
- W4287958425 hasLocation W42879584253 @default.
- W4287958425 hasOpenAccess W4287958425 @default.
- W4287958425 hasPrimaryLocation W42879584251 @default.
- W4287958425 hasRelatedWork W2054908581 @default.
- W4287958425 hasRelatedWork W2150366819 @default.
- W4287958425 hasRelatedWork W2414493750 @default.
- W4287958425 hasRelatedWork W2944636446 @default.
- W4287958425 hasRelatedWork W3086422166 @default.
- W4287958425 hasRelatedWork W31185250 @default.
- W4287958425 hasRelatedWork W4213068940 @default.
- W4287958425 hasRelatedWork W4234428536 @default.
- W4287958425 hasRelatedWork W4239030218 @default.
- W4287958425 hasRelatedWork W3016972457 @default.
- W4287958425 hasVolume "8" @default.
- W4287958425 isParatext "false" @default.
- W4287958425 isRetracted "false" @default.
- W4287958425 workType "article" @default.