Matches in SemOpenAlex for { <https://semopenalex.org/work/W4313189876> ?p ?o ?g. }
Showing items 1 to 73 of
73
with 100 items per page.
- W4313189876 abstract "Opinion mining has been a prominent topic of research in Indonesia, however there are still many unanswered questions. The majority of past research has been on machine learning methods and models. A comparison of the effects of random splitting and cross-validation on processing performance is required. Text data is in Indonesian. The goal of this project is to use a machine learning model to conduct opinion mining on Indonesian text data using a random splitting and cross validation approach. This research consists of five stages: data collection, pre-processing, feature extraction, training & testing, and evaluation. Based on the experimental results, the TF-IDF feature is better than the Count-Vectorizer (CV) for Indonesian text. The best accuracy results are obtained by using TF-IDF as a feature and Support Vector Machine (SVM) as a classifier with cross validation implementation. The best accuracy reaches 81%. From the experimental results, it can also be seen that the implementation of cross validation can improve accuracy compared to the implementation of random splitting." @default.
- W4313189876 created "2023-01-06" @default.
- W4313189876 creator A5012805707 @default.
- W4313189876 creator A5041346005 @default.
- W4313189876 creator A5046680695 @default.
- W4313189876 creator A5047764995 @default.
- W4313189876 creator A5054308623 @default.
- W4313189876 creator A5064008404 @default.
- W4313189876 creator A5068562483 @default.
- W4313189876 creator A5091112716 @default.
- W4313189876 date "2022-01-01" @default.
- W4313189876 modified "2023-10-14" @default.
- W4313189876 title "Effect of Random Splitting and Cross Validation for Indonesian Opinion Mining using Machine Learning Approach" @default.
- W4313189876 doi "https://doi.org/10.14569/ijacsa.2022.0130917" @default.
- W4313189876 hasPublicationYear "2022" @default.
- W4313189876 type Work @default.
- W4313189876 citedByCount "0" @default.
- W4313189876 crossrefType "journal-article" @default.
- W4313189876 hasAuthorship W4313189876A5012805707 @default.
- W4313189876 hasAuthorship W4313189876A5041346005 @default.
- W4313189876 hasAuthorship W4313189876A5046680695 @default.
- W4313189876 hasAuthorship W4313189876A5047764995 @default.
- W4313189876 hasAuthorship W4313189876A5054308623 @default.
- W4313189876 hasAuthorship W4313189876A5064008404 @default.
- W4313189876 hasAuthorship W4313189876A5068562483 @default.
- W4313189876 hasAuthorship W4313189876A5091112716 @default.
- W4313189876 hasBestOaLocation W43131898761 @default.
- W4313189876 hasConcept C119857082 @default.
- W4313189876 hasConcept C12267149 @default.
- W4313189876 hasConcept C124101348 @default.
- W4313189876 hasConcept C138885662 @default.
- W4313189876 hasConcept C154945302 @default.
- W4313189876 hasConcept C169258074 @default.
- W4313189876 hasConcept C27181475 @default.
- W4313189876 hasConcept C2776401178 @default.
- W4313189876 hasConcept C2779207338 @default.
- W4313189876 hasConcept C41008148 @default.
- W4313189876 hasConcept C41895202 @default.
- W4313189876 hasConcept C52622490 @default.
- W4313189876 hasConcept C66402592 @default.
- W4313189876 hasConcept C95623464 @default.
- W4313189876 hasConceptScore W4313189876C119857082 @default.
- W4313189876 hasConceptScore W4313189876C12267149 @default.
- W4313189876 hasConceptScore W4313189876C124101348 @default.
- W4313189876 hasConceptScore W4313189876C138885662 @default.
- W4313189876 hasConceptScore W4313189876C154945302 @default.
- W4313189876 hasConceptScore W4313189876C169258074 @default.
- W4313189876 hasConceptScore W4313189876C27181475 @default.
- W4313189876 hasConceptScore W4313189876C2776401178 @default.
- W4313189876 hasConceptScore W4313189876C2779207338 @default.
- W4313189876 hasConceptScore W4313189876C41008148 @default.
- W4313189876 hasConceptScore W4313189876C41895202 @default.
- W4313189876 hasConceptScore W4313189876C52622490 @default.
- W4313189876 hasConceptScore W4313189876C66402592 @default.
- W4313189876 hasConceptScore W4313189876C95623464 @default.
- W4313189876 hasIssue "9" @default.
- W4313189876 hasLocation W43131898761 @default.
- W4313189876 hasOpenAccess W4313189876 @default.
- W4313189876 hasPrimaryLocation W43131898761 @default.
- W4313189876 hasRelatedWork W2985924212 @default.
- W4313189876 hasRelatedWork W3193538331 @default.
- W4313189876 hasRelatedWork W3195168932 @default.
- W4313189876 hasRelatedWork W3195610867 @default.
- W4313189876 hasRelatedWork W3209815900 @default.
- W4313189876 hasRelatedWork W4223539146 @default.
- W4313189876 hasRelatedWork W4285343791 @default.
- W4313189876 hasRelatedWork W4321636153 @default.
- W4313189876 hasRelatedWork W4377964522 @default.
- W4313189876 hasRelatedWork W4385481849 @default.
- W4313189876 hasVolume "13" @default.
- W4313189876 isParatext "false" @default.
- W4313189876 isRetracted "false" @default.
- W4313189876 workType "article" @default.