Social media has emerged as a major information source for people of all ages, allowing users to voice their thoughts on anything from movies to companies. Sentiment analysis systematically examines online expressions to assess the positive or negative aspects of these opinions. It is a fundamental component of Natural Language Processing (NLP), which sits at the nexus of computer science, artificial intelligence, and linguistics. NLP seeks to make it possible for machines to "understand" human language in order to perform tasks like question-answering and translation.Two methods are used in this study for applying sentiment analysis on Gujarati movie reviews: Gujarati Machine Learning Sentiment Analysis (GMLSA) and Gujarati Lexicon Sentiment Analysis (GLSA). Five datasets are used to test the accuracy of machine learning and vocabulary-based methods. The machine learning method uses Logistic Regression (LR), KNN, Random Forest (RF), Na�ve Bayes (NB), and SVM, as well as TF-IDF for feature extraction, whereas the vocabulary-based approach uses GujSentiWordNet. When compared to vocabulary-based methods, the machine learning approach improves accuracy by 3–10% on average.

"About this title" may belong to another edition of this title.

Store Description

We specialise in General Interest Books from South Asian countries.

Visit Seller's Storefront

Seller's business information

BOOKS AND PERIODICALS AGENCY LTD
90 Barnet Gate Lane, Barnet, EN5 2AX, United Kingdom

Sale & Shipping Terms

Terms of Sale

Returns accepted if you are not satisfied with the Service or Book.

Shipping Terms

Best packaging and fast delivery

Shipping rates from United Kingdom to U.S.A.

Shipping rates from United Kingdom to U.S.A.
Order quantity	14 to 45 business days	5 to 10 business days
First item	US$ 8.76	US$ 13.28

Delivery times are set by sellers and vary by carrier and location. Orders passing through Customs may face delays and buyers are responsible for any associated duties or fees. Sellers may contact you regarding additional charges to cover any increased costs to ship your items.