Naive Bayes Classifier for depression detection using text data

被引:1
|
作者
Samanvitha, S. [1 ]
Bindiya, A. R. [1 ]
Sudhanva, Shreya [1 ]
Mahanand, B. S. [1 ]
机构
[1] JSS Sci & Technol Univ, Dept Comp Sci & Engn, Mysuru, India
关键词
Depression; Naive Bayes Classifier; Machine Learning;
D O I
10.1109/ICEECCOT52851.2021.9708014
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Depression is a prevalent medical illness that affects one's emotions. Despite the large demography of people suffering from depression, It goes unnoticed more of ten than it should be. Timely detection and treatment of this illness can prevent further complications. With the outburst of social media, it has been noticed that people express their feelings on the plat form rather than seeking professional help. In this work Naive Bayes Classifier, Logistic Regression Model, Random Forest Classifier and Support Vector Machine Classifier were used for classification. The results indicated that Naive Bayes Classifier performed better when compared to other classifiers.
引用
收藏
页码:418 / 421
页数:4
相关论文
共 50 条
  • [31] Texture Classification using Naive Bayes Classifier
    Mansour, Ayman M.
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2018, 18 (01): : 112 - 120
  • [32] Improving the performance of Naive Bayes classifier for spam detection
    Yang, Zhen
    Guo, Jun
    Xu, Weiran
    Chen, Bo
    Hu, Jiani
    DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS, 2006, 13E : 694 - 698
  • [33] HoG Based Naive Bayes Classifier for Glaucoma Detection
    Nirmala, K.
    Venkateswaran, N.
    Kumar, Vinoth C.
    TENCON 2017 - 2017 IEEE REGION 10 CONFERENCE, 2017, : 2331 - 2336
  • [34] Big Data Science in Building Medical Data Classifier Using Naive Bayes Model
    Dsouza, Kevin Joy
    Ansari, Zahid Ahmed
    2018 SEVENTH IEEE INTERNATIONAL CONFERENCE ON CLOUD COMPUTING IN EMERGING MARKETS (CCEM), 2018, : 76 - 80
  • [35] The Impact of Data Preprocessing On the Performance of Naive Bayes Classifier
    Chandrasekar, Priyanga
    Qian, Kai
    PROCEEDINGS 2016 IEEE 40TH ANNUAL COMPUTER SOFTWARE AND APPLICATIONS CONFERENCE WORKSHOPS (COMPSAC), VOL 2, 2016, : 618 - 619
  • [36] The von Mises Naive Bayes Classifier for Angular Data
    Lopez-Cruz, Pedro L.
    Bielza, Concha
    Larranaga, Pedro
    ADVANCES IN ARTIFICIAL INTELLIGENCE, 2011, 7023 : 145 - 154
  • [37] A Fuzzy Binomial Naive Bayes Classifier for Epidemiological Data
    Moraes, Ronei M.
    Machado, Liliane S.
    2016 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE), 2016, : 745 - 750
  • [38] Study of Hoax News Detection Using Naive Bayes Classifier in Indonesian Language
    Pratiwi, Inggrid Yanuar Risca
    Asmara, Rosa Andrie
    Rahutomo, Faisal
    PROCEEDINGS OF 2017 11TH INTERNATIONAL CONFERENCE ON INFORMATION & COMMUNICATION TECHNOLOGY AND SYSTEMS (ICTS), 2017, : 73 - 78
  • [39] Advanced Naive Bayes Text Classifier with Embedded Feature Weighting Approach
    Kim, Han-joon
    INFORMATION-AN INTERNATIONAL INTERDISCIPLINARY JOURNAL, 2009, 12 (03): : 607 - 620
  • [40] WHOLE BREAST LESION DETECTION USING NAIVE BAYES CLASSIFIER FOR PORTABLE ULTRASOUND
    Yang, Min-Chun
    Huang, Chiun-Sheng
    Chen, Jeon-Hor
    Chang, Ruey-Feng
    ULTRASOUND IN MEDICINE AND BIOLOGY, 2012, 38 (11): : 1870 - 1880