Automated text annotation using a semi-supervised approach with meta vectorizer and machine learning algorithms for hate speech detection

S Saifullah, R Dreżewski, FA Dwiyanto, AS Aribowo… - Applied Sciences, 2024 - mdpi.com
Text annotation is an essential element of the natural language processing approaches. The
manual annotation process performed by humans has various drawbacks, such as …

Comparison of Fasttext and Word2Vec Weighting Techniques for Classification of Multiclass Emotions Using the Conv-LSTM Method

SZ Salsabiila, HN Irmanda… - … Conference on Informatics …, 2023 - ieeexplore.ieee.org
Emotions are one aspect of human psychology which includes the ability to control feelings
and behaviors that create ways of self-expression. The classification of emotion in text is an …

Improving sentiment analysis on PeduliLindungi comments: a comparative study with CNN-Word2Vec and integrated negation handling

H Jayadianti, BA Arianti, NH Cahyana… - Science in …, 2023 - pubs2.ascee.org
This study investigates sentiment analysis in Google Play reviews of the PeduliLindungi
application, focusing on the integration of negation handling into text preprocessing and …

A Thorough Investigation of Conventional and Advanced Feature Extraction Methods in Natural Language Processing for Sentiment Analysis Employing SVM Kernels

A Srivastava, AK Srivastava, TJ Siddiqui - Proceedings of International …, 2023 - Springer
The development of numerous feature extraction techniques, ranging from conventional to
advanced, targeted at improving the accuracy of sentiment categorization, has been sparked …