Naive Bayes classification in R

被引：37

作者：

Zhang, Zhongheng ^{[1
]}

机构：

[1] Zhejiang Univ, Dept Crit Care Med, Jinhua Municipal Cent Hosp, Jinhua Hosp, Jinhua 321000, Peoples R China

来源：

ANNALS OF TRANSLATIONAL MEDICINE | 2016年 / 4卷 / 12期

关键词：

Machine learning; R; naive Bayes; classification; average accuracy; kappa; SEPSIS;

D O I：

10.21037/atm.2016.03.38

中图分类号：

R73 [肿瘤学];

学科分类号：

100214 ;

摘要：

Naive Bayes classification is a kind of simple probabilistic classification methods based on Bayes' theorem with the assumption of independence between features. The model is trained on training dataset to make predictions by predict() function. This article introduces two functions naiveBayes() and train() for the performance of Naive Bayes classification.

引用

页码：1 / 5

页数：5

共 50 条

[1] Improving naive bayes for classification
Jiang L.
Cai Z.
Wang D.
[J]. International Journal of Computers and Applications, 2010, 32 (03) : 328 - 332
[2] An Improvement to Naive Bayes for Text Classification
Zhang, Wei
Gao, Feng
[J]. CEIS 2011, 2011, 15
[3] Structured Features in Naive Bayes Classification
Choi, Arthur
Tavabi, Nazgol
Darwiche, Adnan
[J]. THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, 2016, : 3233 - 3240
[4] Variable selection for Naive Bayes classification
Blanquero, Rafael
Carrizosa, Emilio
Ramirez-Cobo, Pepa
Remedios Sillero-Denamiel, M.
[J]. COMPUTERS & OPERATIONS RESEARCH, 2021, 135
[5] Survey of improving naive Bayes for classification
Jiang, Liangxiao
Wang, Dianhong
Cai, Zhihua
Yan, Xuesong
[J]. ADVANCED DATA MINING AND APPLICATIONS, PROCEEDINGS, 2007, 4632 : 134 - +
[6] Naive Bayes Approach for Website Classification
Rajalakshmi, R.
Aravindan, C.
[J]. INFORMATION TECHNOLOGY AND MOBILE COMMUNICATION, 2011, 147 : 323 - 326
[7] Naive Bayes Classification of Uncertain Data
Ren, Jiangtao
Lee, Sau Dan
Chen, Xianlu
Kao, Ben
Cheng, Reynold
Cheung, David
[J]. 2009 9TH IEEE INTERNATIONAL CONFERENCE ON DATA MINING, 2009, : 944 - +
[8] Differentially Private Naive Bayes Classification
Vaidya, Jaideep
Basu, Anirban
Shafiq, Basit
Hong, Yuan
[J]. 2013 IEEE/WIC/ACM INTERNATIONAL JOINT CONFERENCES ON WEB INTELLIGENCE (WI) AND INTELLIGENT AGENT TECHNOLOGIES (IAT), VOL 1, 2013, : 571 - 576
[9] Privacy preserving naive Bayes classification
Zhang, P
Tong, YH
Tang, SW
Yang, DQ
[J]. ADVANCED DATA MINING AND APPLICATIONS, PROCEEDINGS, 2005, 3584 : 744 - 752
[10] Lyrics Classification using Naive Bayes
Buzic, Dalibor
Dobsa, Jasminka
[J]. 2018 41ST INTERNATIONAL CONVENTION ON INFORMATION AND COMMUNICATION TECHNOLOGY, ELECTRONICS AND MICROELECTRONICS (MIPRO), 2018, : 1011 - 1015

← 1 2 3 4 5 →