Implementasi Teorema Bayes Pada Sistem Informasi Posyandu Dalam Mendeteksi Stunting Pada Balita

Authors

  • Dedi Gunawan Universitas Muhammadiyah Surakarta, Surakarta
  • Verania Nur Andika Universitas Muhammadiyah Surakarta, Surakarta

DOI:

https://doi.org/10.30865/json.v4i4.6146

Keywords:

Posyandu Information System, Bayes Theorem, Website

Abstract

Abstract–The management of posyandu data in Majegan Village is still carried out manually. This causes health monitoring to be not optimal, especially in detecting stunting in toddlers. One of the efforts to overcome this problem is to provide a posyandu information system that can make it easier for posyandu officers to record and analyze fetal growth until toddlerhood and can detect symptoms of stunting. Through the implementation of Bayes' theorem in a web-based application, stunting symptoms can be observed earlier. Bayes' theorem calculates the values of the symptoms experienced by toddlers so as to obtain the results of probability numbers that can be used to predict stunting in toddlers. System design uses the waterfall method which goes through the stages of SDLC (System Development Life Cycle). After the system was developed, to test the quality of the application and the accuracy of naïve bayes in predicting stunting, two types of testing were carried out, namely black box testing and system usability testing (SUS). The black box test results show that the application functionality runs well with an error percentage of 0%, while the SUS test results show that the application has a usability level at Level B which means the application can be used and help users. Meanwhile, the results of the prediction of naïve bayes produced the model with the highest prediction of 60%.

References

I. S. M. - AMIK BSI Purwokerto and R. W. - STMIK Nusa Mandiri Jakarta, “Pengembangan Aplikasi Pos Yandu Berbasis Web,†Evolusi : Jurnal Sains dan Manajemen, vol. 5, no. 2, pp. 43–47, 2017, doi: 10.31294/evolusi.v5i2.2838.

B. Sapriatin and F. A. Sianturi, “Penerapan Teorema Bayes Mendeteksi Stunting Pada Balita,†Jurnal Media Informatika, vol. 3, no. 1 Desember, pp. 24–37, Dec. 2021.

R. Rachman and S. Moritami, “SISTEM PAKAR DETEKSI PENYAKIT REFRAKSI MATA DENGAN METODE TEOREMA BAYES BERBASIS WEB,†Jurnal Informatika, vol. 7, no. 1, pp. 68–76, Apr. 2020, doi: 10.31294/JI.V7I1.7267.

B. Sapriatin and A. F. Sianturi, “Penerapan Teorema Bayes Mendeteksi Stunting pada Balita,†Jurnal Media Informatika [Jumin], vol. 3, no. 1, pp. 24–37, 2021.

L. Firgia, A. C. Nurcahyo, N. P, and M. Mira, “Implementasi Metode Naïve Bayes Sistem Pakar Mendeteksi Stunting Pada Balita Berbasis Website,†Sebatik, vol. 26, no. 2, pp. 543–548, 2022, doi: 10.46984/sebatik.v26i2.2117.

Z. A. Faisal, “SISTEM PAKAR DIAGNOSA PENYAKIT AYAM PETELUR MENGGUNAKAN METODE CASE BASED REASONING BERBASIS WEB,†JATI (Jurnal Mahasiswa Teknik Informatika), vol. 3, no. 2, pp. 126–132, Sep. 2019, doi: 10.36040/JATI.V3I2.882.

M. R. Handoko and N. Neneng, “SISTEM PAKAR DIAGNOSA PENYAKIT SELAMA KEHAMILAN MENGGUNAKAN METODE NAIVE BAYES BERBASIS WEB,†Jurnal Teknologi dan Sistem Informasi, vol. 2, no. 1, pp. 50–58, Mar. 2021, doi: 10.33365/JTSI.V2I1.739.

H. T. Sihotang, E. Panggabean, and H. Zebua, “Sistem Pakar Mendiagnosa Penyakit Herpes Zoster Dengan Menggunakan Metode Teorema Bayes,†Journal Of Informatic Pelita Nusantara, vol. 3, no. 1, Feb. 2018.

R. Maulana, Z. Panjaitan, A. Alhafiz, S. Informasi, and S. Triguna Dharma, “Penerapan Metode Naive Bayes Untuk Mendiagnosa Penyakit Stunting Pada Balita,†Jurnal Sistem Informasi Triguna Dharma (JURSI TGD), vol. 1, no. 4, pp. 425–438, Jul. 2022, doi: 10.53513/JURSI.V1I4.5446.

N. Sulardi and A. Witanti, “SISTEM PAKAR UNTUK DIAGNOSIS PENYAKIT ANEMIA MENGGUNAKAN TEOREMA BAYES,†Jurnal Teknik Informatika (Jutif), vol. 1, no. 1, pp. 19–24, Jul. 2020, doi: 10.20884/1.JUTIF.2020.1.1.12.

M. Usnaini, V. Yasin, and A. Z. Sianipar, “Perancangan sistem informasi inventarisasi aset berbasis web menggunakan metode waterfall,†Jurnal Manajamen Informatika Jayakarta, vol. 1, no. 1, pp. 36–55, Feb. 2021, doi: 10.52362/JMIJAYAKARTA.V1I1.415.

H. Nur, “Penggunaan Metode Waterfall Dalam Rancang Bangun Sistem Informasi Penjualan,†Generation Journal, vol. 3, no. 1, p. 1, 2019, doi: 10.29407/gj.v3i1.12642.

I. Lestari, E. Hernawati, M. Kom, and D. Ananda, “Aplikasi Pengolahan Data Posyandu Berbasis Web (Studi Kasus: Posyandu Cipagalo),†eProceedings of Applied Science, vol. 5, no. 2, p. 1191, Aug. 2019.

S. Suhirman, A. T. Hidayat, W. A. Saputra, and S. Saifullah, “Website-Based E-Pharmacy Application Development to Improve Sales Services Using Waterfall Method,†International Journal of Advances in Data and Information Systems, vol. 2, no. 2, pp. 114–129, 2021, doi: 10.25008/ijadis.v2i2.1226.

T. A. Nisaa’, M. H. P. Swari, and A. M. Rizki, “SISTEM INFORMASI POSYANDU BERBASIS WEB (STUDI KASUS: POSYANDU MARGOREJO),†Jurnal Informatika dan Sistem Informasi, vol. 3, no. 2, pp. 125–132, Aug. 2022, doi: 10.33005/JIFOSI.V3I2.513.

A. Nurpalah, M. S. Pasha, D. D. Rhamdhan, H. Maulana, and A. A. Rafdhi, “Effect of UI/UX Designer on Front End,†International Journal of Research and Applied Technology, vol. 1, no. 2, pp. 335–341, 2021, doi: 10.34010/injuratech.v1i2.6759.

L. Setiyani, “PENGUJIAN SISTEM INFORMASI INVENTORY PADA PERUSAHAAN DISTRIBUTOR FARMASI MENGGUNAKAN METODE BLACK BOX TESTING,†Techno Xplore : Jurnal Ilmu Komputer dan Teknologi Informasi, vol. 4, no. 1, pp. 20–27, Apr. 2019, doi: 10.36805/TECHNOXPLORE.V4I1.539.

A. Ardiansyah, P. S. Informatika, F. Komunikasi, D. A. N. Informatika, and U. M. Surakarta, “SISTEM INFORMASI SURAT PERTANGGUNG JAWABAN DINAS KOMUNIKASI DAN INFORMATIKA KABUPATEN KARANGANYAR,†2022.

B. Pramitasari and N. Nurgiyatna, “Sistem Informasi Unit Kegiatan Mahasiswa Marching Band Universitas Muhammadiyah Surakarta berbasis Web,†Emitor: Jurnal Teknik Elektro, vol. 19, no. 2, pp. 59–65, Sep. 2019, doi: 10.23917/EMITOR.V19I2.7998.

M. Nur Ichsanudin, M. Yusuf, S. Jurusan Rekayasa Sistem Komputer, J. Teknik Industri, I. AKPRIND Yogyakarta, and R. Artikel, “PENGUJIAN FUNGSIONAL PERANGKAT LUNAK SISTEM INFORMASI PERPUSTAKAAN DENGAN METODE BLACK BOX TESTING BAGI PEMULA,†STORAGE: Jurnal Ilmiah Teknik dan Ilmu Komputer, vol. 1, no. 2, pp. 1–8, May 2022, doi: 10.55123/STORAGE.V1I2.270.

R. Nurlistiani and N. Purwati, “Interpretasi Pengujian Usabilitas E-Learning di Masa Pandemi COVID-19 Menggunakan System Usability Scale,†Prosiding Seminar Nasional Darmajaya, vol. 1, no. 0, pp. 164–171, Sep. 2021.

N. Isnain, H. Sulaiman, and R. Rahmatika, “Pengujian Usability Pada Aplikasi Auto Reply For Messenger Menggunakan SUS,†Explorer, vol. 1, no. 2, pp. 71–80, Jul. 2021, doi: 10.47065/EXPLORER.V1I2.97.

Downloads

Published

2023-06-30

How to Cite

Gunawan, D., & Andika, V. N. (2023). Implementasi Teorema Bayes Pada Sistem Informasi Posyandu Dalam Mendeteksi Stunting Pada Balita. Jurnal Sistem Komputer Dan Informatika (JSON), 4(4), 692–698. https://doi.org/10.30865/json.v4i4.6146

Issue

Vol. 4 No. 4 (2023): Juni 2023

Section

Articles

License

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

Authors who publish with this journal agree to the following terms:

  1. Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under Creative Commons Attribution 4.0 International License that allows others to share the work with an acknowledgment of the work's authorship and initial publication in this journal.
  2. Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgment of its initial publication in this journal.
  3. Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work (Refer to The Effect of Open Access).