Testing the Web-Based Naive Bayes Classifier Method For Information on Skin Cancer in Humans Testing the Web-Based Naive Bayes Classifier Method For Information on Skin Cancer in Humans
Article Sidebar
Published:
Feb 5, 2020
Keywords:
skin cancer, naive bayes, classifier, skin disease, expert system
Section
Computer Science
Statistics Article
Article View : 105 Times
Main Article Content
Abstract
The state of the earth is getting hotter give a lot of influence on the human body. One is a skin cancer, skin cancer caused by sun radiation is too much that it makes the skin cells to mutate. An expert system for finding information on the possibility of skin cancer that occurs as well as providing advice and how to cure this journal pakarpada .The system built with PHP and dataMySQL basis, the method used is Naive Bayes classifier, the method of classification using probability and statistics to predict the opportunities in future. The results of this study is to inform skin cancer with 80.00% accuracy results and provide saranterhadap possibility of skin cancer.
Lock said skin cancer, Naive Bayes classifier, skin diseases, PHP, expert systems
Downloads
Download data is not yet available.
Article Details
How to Cite
Purba, R. T., Wahyuddin, M. I. and Komalasari, R. T. (2020) “Testing the Web-Based Naive Bayes Classifier Method For Information on Skin Cancer in Humans: Testing the Web-Based Naive Bayes Classifier Method For Information on Skin Cancer in Humans”, Jurnal Mantik, 3(4), pp. 503-512. Available at: https://iocscience.org/ejournal/index.php/mantik/article/view/604 (Accessed: 4May2026).
References
[1] A. A. Perbawawati, E. Sugiharti, and M. A. Muslim, “Bayes Theorem and Forward Chaining Method On Expert System for Determine Hypercholesterolemia Drugs,” Sci. J. Informatics, vol. 6, no. 1, pp. 116–124, 2019.
[2] A. Djuanda, A. S.D Suriadiredja, A. Sudharmono, and DKK, Ilmu Penyakit Kulit Dan Kelamin, Cetakan Ketujuh. Fakultas Kedokteran Universitas Indonesia, 2018.
[3] D. T. Satya and N. Hidayat, “Sistem Pakar Diagnosis Penyakit Sapi Ternak Potong Menggunakan Metode Naïve Bayes - Certainty Factor,” vol. 2, no. 10, pp. 3406–3410, 2018.
[4] F. A. El Hakim, N. Hidayat, and R. K. Dewi, “Sistem Pakar Diagnosis Penyakit Telinga Hidung Tenggorokan (THT) Menggunakan Metode Naive Bayes Berbasis Android,” J. Pengemb. Teknol. Inf. dan Ilmu Komput. Univ. Brawijaya, vol. 2, no. 4, pp. 1492–1500, 2018.
[5] F. Fasidi and O. Adebayo, “Rule-based Naïve Bayes Classifier for Heart Disease Risk Prediction and,” Int. J. Clin. Med. Informatics Rev., vol. 2, no. 2, pp. 51–59, 2019.
[6] Hartatik, A. Purnomo, R. Hartono, and H. Munawaroh, “Naïve Bayes Approach for Expert System Design of Children Skin Identification Based on Android,” IOP Conf. Ser. Mater. Sci. Eng., vol. 333, no. 1, 2018.
[7] K. Orphanou, A.Dagliati, L. Sacchi, A. Stassopoulou, E. Keravnou, and R. Bellazzi, “Incorporating repeating temporal association rules in Naïve Bayes classifiers for coronary heart disease diagnosis,” J. Biomed. Inform., vol. 81, no. March, pp. 74–82, 2018.
[8] M. Ilham Insani, A. Alamsyah, and A. T. Putra, “Implementation of Expert System for Diabetes Diseases using Naïve Bayes and Certainty Factor Methods,” Sci. J. Informatics, vol. 5, no. 2, pp. 185–193, 2018.
[9] M. N. Elgedawy, “Prediction of Breast Cancer using Random Forest, Support Vector Machines and Naïve Bayes,” Int. J. Eng. Comput. Sci., vol. 6, no. 1, pp. 19884–19889, 2017.
[10] M. Riadi, “Pengertian, Tujuan dan Struktur Sistem Pakar,” https://www.kajianpustaka.com/2016/10/pengertian-tujuan-dan-struktur-sistem-pakar.html. 2016.
[11] P. M. S. Simanjuntak, E. Santoso, and Tibyani, “Sistem Pakar Diagnosa Penyakit Gigi Dan Mulut Menggunakan Metode Naïve Bayes – Weighted Product,” Inf. Technol. Telemat., vol. 2, no. 12, pp. 6952–6958, 2018.
[12] R. N. Patil and S. C. Tamane, “Upgrading the Performance of KNN and Naïve Bayes in Diabetes Detection with Genetic Algorithm for Feature Selection,” Int. J. Sci. Res. Comput. Sci. Eng. Inf. Technol., vol. 3, no. 1, pp. 1371–1381, 2018.
[13] R. S. Hutama, N. Hidayat, and E. Santoso, “Sistem Pakar Deteksi Dini Penyakit Stroke Menggunakan Metode Naïve Bayes-Certainty Factor,” J. Pengemb. Teknol. Inf. dan Ilmu Komput., vol. 2, no. 11, pp. 4333–4339, 2018.
[14] S. A. Wahyu Rizki Ferdiansyah, Lailil Muflikhah, “Sistem Pakar Diagnosis Penyakit Pada Kambing Menggunakan Metode Naive Bayes dan Certainty Factor,” Pengemb. Teknol. Inf. dan Ilmu Komput., vol. 2, no. 2, pp. 451–458, 2018.
[15] S. Mandal, “Performance Analysis Of Data Mining Algorithms For Breast Cancer Cell Detection Using Naïve Bayes, Logistic Regression and Decision Tree,” Int. J. Eng. Comput. Sci., vol. 6, no. 2, pp. 20388–20391, 2017.
[16] T. K. Das and A. Mohapatro, “A System for Diagnosing Hepatitis Based on Hybrid Soft Computing Techniques,” Indian J. Public Heal. Res. Dev., no. 10, 2019.
[17] T. Willy, “Kanker Kulit,” https://www.alodokter.com/kanker-kulit. 2019.
[18] U. Arni Desi, “Metode-Metode Dalam Sistem Pakar,” https://garudacyber.co.id/artikel/1412-metode-metode-dalam-sistem-pakar. 2018.
[19] X. Liu et al., “A Hybrid Classification System for Heart Disease Diagnosis Based on the RFRS Method,” Comput. Math. Methods Med., vol. 2017, 2017.
[2] A. Djuanda, A. S.D Suriadiredja, A. Sudharmono, and DKK, Ilmu Penyakit Kulit Dan Kelamin, Cetakan Ketujuh. Fakultas Kedokteran Universitas Indonesia, 2018.
[3] D. T. Satya and N. Hidayat, “Sistem Pakar Diagnosis Penyakit Sapi Ternak Potong Menggunakan Metode Naïve Bayes - Certainty Factor,” vol. 2, no. 10, pp. 3406–3410, 2018.
[4] F. A. El Hakim, N. Hidayat, and R. K. Dewi, “Sistem Pakar Diagnosis Penyakit Telinga Hidung Tenggorokan (THT) Menggunakan Metode Naive Bayes Berbasis Android,” J. Pengemb. Teknol. Inf. dan Ilmu Komput. Univ. Brawijaya, vol. 2, no. 4, pp. 1492–1500, 2018.
[5] F. Fasidi and O. Adebayo, “Rule-based Naïve Bayes Classifier for Heart Disease Risk Prediction and,” Int. J. Clin. Med. Informatics Rev., vol. 2, no. 2, pp. 51–59, 2019.
[6] Hartatik, A. Purnomo, R. Hartono, and H. Munawaroh, “Naïve Bayes Approach for Expert System Design of Children Skin Identification Based on Android,” IOP Conf. Ser. Mater. Sci. Eng., vol. 333, no. 1, 2018.
[7] K. Orphanou, A.Dagliati, L. Sacchi, A. Stassopoulou, E. Keravnou, and R. Bellazzi, “Incorporating repeating temporal association rules in Naïve Bayes classifiers for coronary heart disease diagnosis,” J. Biomed. Inform., vol. 81, no. March, pp. 74–82, 2018.
[8] M. Ilham Insani, A. Alamsyah, and A. T. Putra, “Implementation of Expert System for Diabetes Diseases using Naïve Bayes and Certainty Factor Methods,” Sci. J. Informatics, vol. 5, no. 2, pp. 185–193, 2018.
[9] M. N. Elgedawy, “Prediction of Breast Cancer using Random Forest, Support Vector Machines and Naïve Bayes,” Int. J. Eng. Comput. Sci., vol. 6, no. 1, pp. 19884–19889, 2017.
[10] M. Riadi, “Pengertian, Tujuan dan Struktur Sistem Pakar,” https://www.kajianpustaka.com/2016/10/pengertian-tujuan-dan-struktur-sistem-pakar.html. 2016.
[11] P. M. S. Simanjuntak, E. Santoso, and Tibyani, “Sistem Pakar Diagnosa Penyakit Gigi Dan Mulut Menggunakan Metode Naïve Bayes – Weighted Product,” Inf. Technol. Telemat., vol. 2, no. 12, pp. 6952–6958, 2018.
[12] R. N. Patil and S. C. Tamane, “Upgrading the Performance of KNN and Naïve Bayes in Diabetes Detection with Genetic Algorithm for Feature Selection,” Int. J. Sci. Res. Comput. Sci. Eng. Inf. Technol., vol. 3, no. 1, pp. 1371–1381, 2018.
[13] R. S. Hutama, N. Hidayat, and E. Santoso, “Sistem Pakar Deteksi Dini Penyakit Stroke Menggunakan Metode Naïve Bayes-Certainty Factor,” J. Pengemb. Teknol. Inf. dan Ilmu Komput., vol. 2, no. 11, pp. 4333–4339, 2018.
[14] S. A. Wahyu Rizki Ferdiansyah, Lailil Muflikhah, “Sistem Pakar Diagnosis Penyakit Pada Kambing Menggunakan Metode Naive Bayes dan Certainty Factor,” Pengemb. Teknol. Inf. dan Ilmu Komput., vol. 2, no. 2, pp. 451–458, 2018.
[15] S. Mandal, “Performance Analysis Of Data Mining Algorithms For Breast Cancer Cell Detection Using Naïve Bayes, Logistic Regression and Decision Tree,” Int. J. Eng. Comput. Sci., vol. 6, no. 2, pp. 20388–20391, 2017.
[16] T. K. Das and A. Mohapatro, “A System for Diagnosing Hepatitis Based on Hybrid Soft Computing Techniques,” Indian J. Public Heal. Res. Dev., no. 10, 2019.
[17] T. Willy, “Kanker Kulit,” https://www.alodokter.com/kanker-kulit. 2019.
[18] U. Arni Desi, “Metode-Metode Dalam Sistem Pakar,” https://garudacyber.co.id/artikel/1412-metode-metode-dalam-sistem-pakar. 2018.
[19] X. Liu et al., “A Hybrid Classification System for Heart Disease Diagnosis Based on the RFRS Method,” Comput. Math. Methods Med., vol. 2017, 2017.