Publiora

Menghubungkan ke Publiora...

Publiora

Sentiment analysis on film review in Gujarati language using machine learning

Shah, ParitaSwaminarayan, PriyaPatel, Maitri
International Journal of Electrical and Computer Engineering (IJECE) (Sinta 1)Vol. 0 No. 01 Februari 2022
DOI10.11591/ijece.v12i1.pp1030-1039

Abstrak

Opinion analysis is by a long shot most basic zone of characteristic language handling. It manages the portrayal of information to choose the motivation behind the wellspring of the content. The reason might be of a type of gratefulness (positive) or study (negative). This paper offers a correlation between the outcomes accomplished by applying the calculation arrangement using various classifiers for instance K-nearest neighbor and multinomial naive Bayes. These techniques are utilized to assess a significant assessment with either a positive remark or negative remark. The gathered information considered on the grounds of the extremity film datasets and an association with the results accessible proof has been created for a careful assessment. This paper investigates the word level count vectorizer and term frequency inverse document frequency (TF-IDF) influence on film sentiment analysis. We concluded that multinomial Naive Bayes (MNB) classier generate more accurate result using TF-IDF vectorizer compared to CountVectorizer, K-nearest-neighbors (KNN) classifier has the same accuracy result in case of TF-IDF and CountVectorizer.

Kata Kunci

Machine LearningNatural Language ProcessingSentiment Analyaisclassifierfeatures selectionfilmGujaratiprecisionsentimentality

Cari jurnal yang tepat untuk naskah Anda

MatchMind AI mencocokkan abstrak naskah Anda dengan ribuan jurnal terakreditasi dan menampilkan rekomendasi terbaik beserta alasannya.

Coba MatchMind

Lihat profil lengkap jurnal ini

Waktu review, biaya APC, statistik sitasi, indeksasi Scopus, dan banyak lagi.

Buka International Journal of Electrical and Computer Engineering (IJECE)

Artikel ini juga tersedia di situs resmi jurnal.

Sentiment analysis on film review in Gujarati language using machine learning | International Journal of Electrical and Computer Engineering (IJECE) | Publiora