Sentimental Analysis Using Fuzzy and Naive Bayes

被引:0
|
作者
Mehra, Ruchi [1 ]
Bedi, Mandeep Kaur [1 ]
Singh, Gagandeep [1 ]
Arora, Raman [1 ]
Bala, Tannu [1 ]
Saxena, Sunny [1 ]
机构
[1] Webtunix Solut Pvt Ltd, Mohali, India
关键词
Sentiment analysis; opinion mining; classification; machine learning; Natural language processing; deep learning; neural networks; Artificial Intelligence; Behaviour Analysis;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Sentimental Analysis is the best way to judge people's opinion regarding a particular post. In this paper we present analysis for sentiment behavior of Twitter data. The proposed work utilizes the naive Bayes and fuzzy Classifier to classify Tweets into positive, negative or neural behavior of a particular person. We present experimental evaluation of our dataset and classification results which proved that combined proposed method is more efficient in terms of Accuracy, Precision and Recall.
引用
收藏
页码:945 / 950
页数:6
相关论文
共 50 条
  • [31] Sentiment analysis on hotel reviews using Multinomial Naive Bayes classifier
    Farisi, Arif Abdurrahman
    Sibaroni, Yuliant
    Al Faraby, Said
    2ND INTERNATIONAL CONFERENCE ON DATA AND INFORMATION SCIENCE, 2019, 1192
  • [32] Sentiment analysis by using Naive-Bayes classifier with stacked CARU
    Chan, Ka-Hou
    Im, Sio-Kei
    ELECTRONICS LETTERS, 2022, 58 (10) : 411 - 413
  • [33] Impact Analysis of the Complete Blood Count Parameter using Naive Bayes
    Patel, Bhavinkumar A.
    Parikh, Ajay
    PROCEEDINGS OF THE 5TH INTERNATIONAL CONFERENCE ON INVENTIVE COMPUTATION TECHNOLOGIES (ICICT-2020), 2020, : 7 - 12
  • [34] Sentiment Analysis of Restaurant Customer Reviews on TripAdvisor using Naive Bayes
    Larsono, Rachmawan Adi
    Sungkono, Kelly Rossa
    Sarno, Riyanarto
    Wahyuni, Cahyaningtyas Sekar
    PROCEEDINGS OF 2019 12TH INTERNATIONAL CONFERENCE ON INFORMATION & COMMUNICATION TECHNOLOGY AND SYSTEM (ICTS), 2019, : 49 - 54
  • [35] Using Naive Bayes Algorithm to Students' bachelor Academic Performances Analysis
    Razaque, Fahad
    Soomro, Nareena
    Shaikh, Shoaib Ahmed
    Soomro, Safeeullah
    Samo, Javed Ahmed
    Kumar, Natesh
    Dharejo, Huma
    2017 4TH IEEE INTERNATIONAL CONFERENCE ON ENGINEERING TECHNOLOGIES AND APPLIED SCIENCES (ICETAS), 2017,
  • [36] Arabic Sentiment Analysis Using Naive Bayes and CNN-LSTM
    Suleiman, Dima
    Odeh, Aseel
    Al-Sayyed, Rizik
    INFORMATICA-AN INTERNATIONAL JOURNAL OF COMPUTING AND INFORMATICS, 2022, 46 (06): : 79 - 86
  • [37] SENTIMENT ANALYSIS ON COSMETIC PRODUCT IN SEPHORA USING NAIVE BAYES CLASSIFIER
    Fadly
    Kurniawan, Tri Basuki
    Dewi, Deshinta Arrova
    Zakaria, Mohd Zaki
    Nazziri, Nazzatul Farahidayah Binti Mohd
    JOURNAL OF ENGINEERING SCIENCE AND TECHNOLOGY, 2023, 18 (06): : 11 - 21
  • [38] A FRAMEWORK FOR STUDENTS' ACADEMIC PERFORMANCE ANALYSIS USING NAIVE BAYES CLASSIFIER
    Aziz, Azwa Abdul
    Ismail, Nur Hafieza
    Ahmad, Fadhilah
    Hassan, Hasni
    JURNAL TEKNOLOGI, 2015, 75 (03): : 13 - 19
  • [39] Comparative Analysis of Sentiment Orientation Using SVM and Naive Bayes Techniques
    Rana, Shweta
    Singh, Archana
    PROCEEDINGS ON 2016 2ND INTERNATIONAL CONFERENCE ON NEXT GENERATION COMPUTING TECHNOLOGIES (NGCT), 2016, : 106 - 111
  • [40] Online Assessment in Medical Simulators Based on Virtual Reality Using Fuzzy Gaussian Naive Bayes
    de Moraes, Ronei Marcos
    Machado, Liliane dos Santos
    JOURNAL OF MULTIPLE-VALUED LOGIC AND SOFT COMPUTING, 2012, 18 (5-6) : 479 - 492