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
  • [1] One generalization of the naive Bayes to fuzzy sets and the design of the fuzzy naive Bayes classifier
    Zheng, JC
    Tang, YC
    ARTIFICIAL INTELLIGENCE AND KNOWLEDGE ENGINEERING APPLICATIONS: A BIOINSPIRED APPROACH, PT 2, PROCEEDINGS, 2005, 3562 : 281 - 290
  • [2] Probabilistic Fuzzy Naive Bayes
    Moura, Gabriel
    Roisenberg, Mauro
    2015 BRAZILIAN CONFERENCE ON INTELLIGENT SYSTEMS (BRACIS 2015), 2015, : 246 - 251
  • [3] Sarcasm detection in microblogs using Naive Bayes and fuzzy clustering
    Mukherjee, Shubhadeep
    Bala, Pradip Kumar
    TECHNOLOGY IN SOCIETY, 2017, 48 : 19 - 27
  • [4] A FUZZY EXPONENTIAL NAIVE BAYES CLASSIFIER
    Moraes, R. M.
    Machado, L. S.
    UNCERTAINTY MODELLING IN KNOWLEDGE ENGINEERING AND DECISION MAKING, 2016, 10 : 207 - 212
  • [5] A Fuzzy Gamma Naive Bayes classifier
    de Moraes, Ronei Marcos
    de Melo Gomes Soares, Elaine Anita
    Machado, Liliane dos Santos
    DATA SCIENCE AND KNOWLEDGE ENGINEERING FOR SENSING DECISION SUPPORT, 2018, 11 : 691 - 699
  • [6] Analysis of Social Networks using Naive Bayes
    Kanakia, Harshil
    Raundale, Pooja
    Britto, Ryan
    Sawardekar, Rohit
    PROCEEDINGS OF THE 2019 INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING AND CONTROL SYSTEMS (ICCS), 2019, : 88 - 91
  • [7] Sentiment Analysis using Naive Bayes and Complement Naive Bayes Classifier Algorithms on Hadoop Framework
    Seref, Berna
    Bostanci, Erkan
    2018 2ND INTERNATIONAL SYMPOSIUM ON MULTIDISCIPLINARY STUDIES AND INNOVATIVE TECHNOLOGIES (ISMSIT), 2018, : 555 - 561
  • [8] Using fuzzy clustering to improve naive Bayes classifiers and probabilistic networks
    Borgelt, C
    Timm, H
    Kruse, R
    NINTH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE 2000), VOLS 1 AND 2, 2000, : 53 - 58
  • [9] An aggregated fuzzy naive bayes data classifier
    Tütüncü, G. Yazgi
    Kayaalp, Necla
    Journal of Computational and Applied Mathematics, 2015, 286 : 17 - 27
  • [10] A new fuzzy beta naive Bayes classifier
    de Moraes, Ronei Marcos
    Gomes Rodrigues, Anny Kerollayny
    de Melo Gomes Soares, Elaine Anita
    Machado, Liliane dos Santos
    DEVELOPMENTS OF ARTIFICIAL INTELLIGENCE TECHNOLOGIES IN COMPUTATION AND ROBOTICS, 2020, 12 : 437 - 445