scholarly journals Spam filtering: how the dimensionality reduction affects the accuracy of Naive Bayes classifiers

2010 ◽  
Vol 1 (3) ◽  
pp. 183-200 ◽  
Author(s):  
Tiago A. Almeida ◽  
Jurandy Almeida ◽  
Akebo Yamakami
Keyword(s):  
Dimensionality Reduction ◽  
Naive Bayes ◽  
Naïve Bayes ◽  
Spam Filtering

scholarly journals Line Bot Chat Filtering using Naïve Bayes Algorithm

2019 ◽  
Vol 8 (12) ◽  
pp. 4877-4882
Keyword(s):  
Good Accuracy ◽  
Naive Bayes ◽  
Instant Messaging ◽  
Naïve Bayes ◽  
Spam Filtering ◽  
Training Process ◽  
Huge Amount ◽  
Instant Messenger ◽  
Bayes Algorithm ◽  
Incoming Message

Instant messaging has changed and simplified the way people communicate, whether in professional or personal life. Most communication is done through instant messaging, and it is common for people to miss important information. This is due to the huge amount of incoming message notifications, so users tend to accidentally ignore them. This is also experienced by Universitas Multimedia Nusantara (UMN) student committees who communicate via LINE instant messenger. This research showed LINE bot was made by using the Naive Bayes algorithm to classify between important messages and unimportant messages on the committee group. The Naive Bayes algorithm is a classification algorithm based on probability and statistical methods. The Naive Bayes algorithm is chosen because it is widely implemented in spam filtering; the method is simple and has good accuracy. The classification process is done by calculating the probability of chat in each class based on the value of the word likelihood which generated in the training process. This research produces spam precision and spam recall as 94.2% and 95.6% respectively

scholarly journals Analysis of Naïve Bayes Algorithm for Email Spam Filtering across Multiple Datasets

2017 ◽  
Vol 226 ◽  
pp. 012091 ◽  
Author(s):  
Nurul Fitriah Rusland ◽  
Norfaradilla Wahid ◽  
Shahreen Kasim ◽  
Hanayanti Hafit
Keyword(s):  
Naive Bayes ◽  
Naïve Bayes ◽  
Spam Filtering ◽  
Multiple Datasets ◽  
Bayes Algorithm ◽  
Email Spam
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