Use of classification and regression tree (cart) for chronic periodontitis classification in dental hospital of Hang Tuah University Surabaya

Aulia Dwi Maharani

Abstract


Classification and Regression Tree (CART) is now commonly used as one of nonparametric
classification methods. The advantage of this method is it can effectively used on data which
have many independent variables. It is also easy to be interoperated.
The aim of this research is to classify Chronic Perodontitis in Dental Hospital of Hang Tuah
University Surabaya using CART. The Chronic Periodontitis divided into 3 categories: mild,
moderate, and heavy. Based on the analysis result, 2 factors can affected the mild type of
chronic periodontitis , 6 factors affected moderate type of chronic periodontitis and 8 factors
affected the heavy type of chronic periodontitis.
The criteria used to count the accuracy of the CART classification is 1-APER. The 1-APER
score shows a very good result which is 92,5% for data learning and 90% for data testing.

Keywords


CART, classification, chronic periodontitis

Full Text:

PDF

References


Gordon, Leonard. Using Classification and Regression Trees (CART) in SAS Enterprise Miner in Public Health. SAS Global Forum, University of Kentucky, 2013. Lexington.

Timofeev. Classification and Regression Trees (CART) Theory and Applications. Hunbolt University, 2004. Berlin.

Sudibyo, Perio. Penyakit Periodontal Sebagai Fokus Infeksi dan Faktor Risiko Terhadap Manifesasi Penyakit Sistemik. Pidato Pengukhan Jabatan Guru Besar Fakultas Kedokteran Gigi Universitas Gajah Mada, 2003. Yogyakarta.

Aeni, EQ., Pendekatan CART Arcing untuk Klasifikasi Kesejahteraan Rumah Tanga di Jawa Tengah. Tesis Magister Institut Teknologi Sepuluh November, 2009. Surabaya.

Muttaqien, JM., Otok,Bambang W.,dan Rahayu.Santi Putri.(2013). Metode Ensemble pada CART untuk Perbaikan Klasifikasi Kemiskinan di Kabupaten Jombang. Tesis Jurusan Statistika Fakultas MIPA Institut Teknologi Sepuluh November Surabaya.

Breiman, L., Friedman, J., Olshen, R., dan Stone, C. Classification and Regression Trees. Champman Hall, 1993. New York.

Carranza, Fermin A., Klokkevold, Perry R., Newman, Michael G., Takei, Henry. (2011).Carranza’s Clinical Periodontology 11th edition. Hal 70-100. Elsevier Health Sciences.




DOI: http://dx.doi.org/10.30742/jikw.v4i2.7

Refbacks

  • There are currently no refbacks.


Copyright (c) 2015 Aulia Dwi Maharani

Creative Commons License
This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.

 

garuda

Jurnal Ilmiah Kedokteran Wijaya Kusuma 

ISSN: 1978-2071(print); 2580-5967 (online)
 
Published by the Institute for Research and Community Services (LPPM) of University of Wijaya Kusuma Surabaya.
Surabaya, Indonesia
 
Creative Commons License
All publications by Jurnal Ilmiah Kedokteran Wijaya Kusuma are licensed under a Creative Commons Attribution-NonCommercial 4.0 International License
 
web
counter View My Stats