Context-Aware Sentiment Classification of Movie Reviews

Name: Context-Aware Sentiment Classification of Movie Reviews
Brand: LAP Lambert Academic Publishing
SKU: 9786209881541
Price: 7016.0 INR
Availability: InStock

by Pandiri Lavanya , Suneel Kumar Duvvuri

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ISBN13: 9786209881541
Binding: Paperback
Subject: N/A
Publisher: LAP Lambert Academic Publishing
Publisher Imprint: LAP Lambert Academic Publishing
Publication Date: April 7, 2026
Pages: 124
Original Price: USD 78.0
Language: English
Edition: N/A
Item Weight: 177 grams
BISAC Subject(s): General

About The Book

The rapid growth of digital platforms has led to a huge increase in user-generated text, especially movie reviews. Manually analyzing such data is difficult and time-consuming. Sentiment Analysis, an important area of Natural Language Processing (NLP), helps identify opinions expressed in text automatically. This study develops a deep learning-based system to classify movie reviews as positive or negative.The IMDB dataset of 50,000 labeled reviews was used. Data preprocessing included removing HTML tags, normalization, tokenization, stop-word removal, and stemming. The processed text was converted into numerical form using word embeddings to capture meaning.A Bidirectional LSTM model was used, which reads text in both directions to understand context better than traditional models. The model was trained with Adam optimizer and Binary Cross-Entropy loss, with early stopping to reduce overfitting.Results showed about 88.5% accuracy, proving the model's effectiveness. This approach can be applied in recommendation systems, social media analysis, and feedback evaluation. Future work may include using advanced models like BERT and handling sarcasm and multilingual data.

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