TEMATICS : TECHNOLOGY MANAGEMENT AND INFORMATICS RESEARCH JOURNALS
Vol 3 No 1 (2021): TEMATICS: Technology ManagemenT and Informatics Research Journals

IMPLEMENTATION OF TEXT MINING FOR CLASSIFYING COMMUNITY QUESTIONS VIA WHATSAPP WITH THE NAÏVE BAYES CLASSIFIER METHOD

Gunawan Ari Nursanto (Politeknik Imigrasi)
Isidorus Anung Prabadhi (Politeknik Imigrasi)
Alyuhdi Arifuddin Agung Pramana (Politeknik Imigrasi)



Article Info

Publish Date
12 May 2021

Abstract

Text mining is the process of exploring knowledge based on specific patterns of textual data retrieval. There was an increase in the amount of text data from community questions on the Whatsapp information service at Surabaya Immigration Office which can be processed into detailed and complete information. Text data entered through Whatsapp question has also not been classified specifically, structured and also has not been published. This study aims to explain the characteristics of incoming messages provided by the public through the Whatsapp information service and to explain the process of classifying community questions according to the field of immigration public services namely WNI and WNA. The authors used the classification method with the Naïve Bayes Classifier (NBC). Obtained the value of classification accuracy with algorithms and methods using the Naïve Bayes Classifier on the training data equal to 93.5% and testing data equal to 95% that included in the excellent scale. Therefore, Naïve Bayes Classifier method is very well applied for classifying public questions and SIPESAN system.

Copyrights © 2021






Journal Info

Abbrev

tematics

Publisher

Subject

Humanities Computer Science & IT Education Law, Crime, Criminology & Criminal Justice Other

Description

An objective of TEMATICS: Technology Management And Informatics Research Journals is to promote the wide dissemination of the results of systematic scholarly inquiries into the broad field of migration research. TEMATICS: Technology Management And Informatics Research Journals is intended to be the ...