ISSN 2394-5125
 

Research Article 


OPINION MINING ON TWEETS BY USING MACHINE LEARNING CLASSIFICATION MODEL

Ch.Anusha, K.Chinnaiah, Dr. E. Laxmi Lydia, K. Sathesh Kumar, R.Gobi, P. Nagaraja.

Abstract
Technology has paved its path rapidly in every field and it made our work easy. Getting the opinion from the textual data
is one of the hot topics today. Opinionmining is nothing but recognizing the decisions from users whether it may be
positive opinion, negative opinion or neutral about an entity in a user-generated text. This paper mainly focuses on
opinion mining of twitter data which is useful to recognize the information in the tweets. Where tweets are extracted in
the form of unstructured data using twitter API. Tweets are pre-processed using word n-gram and letter n-gram natural
language processing techniques and required features are extracted . The sopport vector machine classifier is applied on
the extracted features to categorization of the opinions. To increase the performance of openion classification by
including semantics in feature vectors. After applying the SVM classifier better performance metrics such as accuracy,
sensitivity and specificity are achieved.

Key words: Tiwtter data, opinion mining, natural language processing techniques, support vector machine, feature vector.


 
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How to Cite this Article
Pubmed Style

Ch.Anusha, K.Chinnaiah, Dr. E. Laxmi Lydia, K. Sathesh Kumar, R.Gobi, P. Nagaraja. OPINION MINING ON TWEETS BY USING MACHINE LEARNING CLASSIFICATION MODEL . JCR. 2020; 7(3): 1239-1246. doi:10.31838/jcr.07.03.199


Web Style

Ch.Anusha, K.Chinnaiah, Dr. E. Laxmi Lydia, K. Sathesh Kumar, R.Gobi, P. Nagaraja. OPINION MINING ON TWEETS BY USING MACHINE LEARNING CLASSIFICATION MODEL . http://www.jcreview.com/?mno=102502 [Access: June 02, 2021]. doi:10.31838/jcr.07.03.199


AMA (American Medical Association) Style

Ch.Anusha, K.Chinnaiah, Dr. E. Laxmi Lydia, K. Sathesh Kumar, R.Gobi, P. Nagaraja. OPINION MINING ON TWEETS BY USING MACHINE LEARNING CLASSIFICATION MODEL . JCR. 2020; 7(3): 1239-1246. doi:10.31838/jcr.07.03.199



Vancouver/ICMJE Style

Ch.Anusha, K.Chinnaiah, Dr. E. Laxmi Lydia, K. Sathesh Kumar, R.Gobi, P. Nagaraja. OPINION MINING ON TWEETS BY USING MACHINE LEARNING CLASSIFICATION MODEL . JCR. (2020), [cited June 02, 2021]; 7(3): 1239-1246. doi:10.31838/jcr.07.03.199



Harvard Style

Ch.Anusha, K.Chinnaiah, Dr. E. Laxmi Lydia, K. Sathesh Kumar, R.Gobi, P. Nagaraja (2020) OPINION MINING ON TWEETS BY USING MACHINE LEARNING CLASSIFICATION MODEL . JCR, 7 (3), 1239-1246. doi:10.31838/jcr.07.03.199



Turabian Style

Ch.Anusha, K.Chinnaiah, Dr. E. Laxmi Lydia, K. Sathesh Kumar, R.Gobi, P. Nagaraja. 2020. OPINION MINING ON TWEETS BY USING MACHINE LEARNING CLASSIFICATION MODEL . Journal of Critical Reviews, 7 (3), 1239-1246. doi:10.31838/jcr.07.03.199



Chicago Style

Ch.Anusha, K.Chinnaiah, Dr. E. Laxmi Lydia, K. Sathesh Kumar, R.Gobi, P. Nagaraja. "OPINION MINING ON TWEETS BY USING MACHINE LEARNING CLASSIFICATION MODEL ." Journal of Critical Reviews 7 (2020), 1239-1246. doi:10.31838/jcr.07.03.199



MLA (The Modern Language Association) Style

Ch.Anusha, K.Chinnaiah, Dr. E. Laxmi Lydia, K. Sathesh Kumar, R.Gobi, P. Nagaraja. "OPINION MINING ON TWEETS BY USING MACHINE LEARNING CLASSIFICATION MODEL ." Journal of Critical Reviews 7.3 (2020), 1239-1246. Print. doi:10.31838/jcr.07.03.199



APA (American Psychological Association) Style

Ch.Anusha, K.Chinnaiah, Dr. E. Laxmi Lydia, K. Sathesh Kumar, R.Gobi, P. Nagaraja (2020) OPINION MINING ON TWEETS BY USING MACHINE LEARNING CLASSIFICATION MODEL . Journal of Critical Reviews, 7 (3), 1239-1246. doi:10.31838/jcr.07.03.199