What type of study is this?

This is a Quantitative Study study.

October 17, 2025Deleted JournalOpen Access

Research on English Film Review Classification Based on NLP

View Full Paper

Ask AI

Bookmark

Authors

This analysis combines traditional machine learning and deep learning for sentiment classification, revealing topic distributions in reviews.

The model achieved a high accuracy of 90.2% through a weighted fusion of logistic regression and LSTM predictions.
Using the IMDB film review dataset, TF-IDF and logistic regression were initially applied for effective feature extraction.
The study demonstrates significant improvements by integrating Word2Vec and a bidirectional LSTM neural network for deep learning.
Overall, topic modeling using LDA categorized comments into 15 topics, enhancing the understanding of review content.

Xu et al. (2025) studied this question.

View Full Paper

Ask AI

Bookmark

This analysis combines traditional machine learning and deep learning for sentiment classification, revealing topic distributions in reviews.