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

来源：

2021 5TH INTERNATIONAL CONFERENCE ON ELECTRICAL, ELECTRONICS, COMMUNICATION, COMPUTER TECHNOLOGIES AND OPTIMIZATION TECHNIQUES (ICEECCOT) | 2021年

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

页码：418 / 421

页数：4

共 50 条

[41] Feature extraction and classification of proteomics data using stationary wavelet transform and naive Bayes classifier
Liu Dan
Huang Yuan-yuan
Ma Chen-xiang
2010 4TH INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICAL ENGINEERING (ICBBE 2010), 2010,
[42] Spam Filtering using Association Rules and Naive Bayes Classifier
Yang, Tianda
Qian, Kai
Lo, Dan Chia-Tien
Al Nasr, Kamal
Qian, Ying
PROCEEDINGS OF 2015 IEEE INTERNATIONAL CONFERENCE ON PROGRESS IN INFORMATCS AND COMPUTING (IEEE PIC), 2015, : 638 - 642
[43] Application and research of Multi_label Naive Bayes Classifier
Qin, Feng
Tang, Xian-Juan
Cheng, Ze-Kai
PROCEEDINGS OF THE 10TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA 2012), 2012, : 764 - 768
[44] A CAD Tool for Breast Cancer Prediction using Naive Bayes Classifier
Shaikh, Tawseef Ayoub
Ali, Rashid
2020 INTERNATIONAL CONFERENCE ON EMERGING SMART COMPUTING AND INFORMATICS (ESCI), 2020, : 351 - 356
[45] Symmetrical and Asymmetrical Sampling Audit Evidence Using a Naive Bayes Classifier
Sheu, Guang-Yih
Liu, Nai-Ru
SYMMETRY-BASEL, 2024, 16 (04):
[46] Emotion Recognition on The Basis of Audio Signal Using Naive Bayes Classifier
Bhakre, Sagar K.
Bang, Arti
2016 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATIONS AND INFORMATICS (ICACCI), 2016, : 2363 - 2367
[47] NETWORK INTRUSION DETECTION USING NAIVE BAYES
Panda, Mrutyunjaya
Patra, Manas Ranjan
INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2007, 7 (12): : 258 - 263
[48] 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
[49] Applying Naive Bayes Classifier to Document Clustering
Ji, Jie
Zhao, Qiangfu
JOURNAL OF ADVANCED COMPUTATIONAL INTELLIGENCE AND INTELLIGENT INFORMATICS, 2010, 14 (06) : 624 - 630
[50] Jakarta Congestion Mapping And Classification From Twitter Data Extraction Using Tokenization And Naive Bayes Classifier
Septianto, Gigih Rezki
Mukti, Firman Fakhri
Nasrun, Muhammad
Gozali, Alfian Akbar
2015 ASIA PACIFIC CONFERENCE ON MULTIMEDIA AND BROADCASTING, 2015, : 14 - 19

← 1 2 3 4 5 →