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All Journal JAIS (Journal of Applied Intelligent System) Jurnal Pengabdian Masyarakat (ABDIRA)
Suamanda Ika Novichasari
Ngudi Waluyo University
Aerospace Engineering Computer Science & IT Languange, Linguistic, Communication & Media Nursing Social Sciences Other

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Particle Swarm Optimization For Improved Accuracy of Disease Diagnosis Suamanda Ika Novichasari; Iwan Setiawan Wibisono
Journal of Applied Intelligent System Vol 5, No 2 (2020): Journal of Applied Intelligent System
Publisher : Universitas Dian Nuswantoro and IndoCEISS

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33633/jais.v5i2.4242

Abstract

The increasing number of patients suffering from various diseases and the impact and high cost of medical treatment for the community has made the government or health communities seek solutions for prevention from an early age. This valuable information can be found using artificial intelligence and data mining. Most diseases are dangerous; if detected early and adequate diagnosis and treatment are available, there will be a chance for a cure. The main objective of this study was to use Particle Swarm Optimization (PSO) to improve the accuracy of several classification methods, namely Naive Bayes, C4.5, Support Vector Machine (SVM), and Neural Network (NN) to detect heart disease, hepatitis, kidney, and breast cancer. The method used in this research is the CRISP-DM model, with 5 stages. The data used were four disease data from UCI Machine Learning. The result of this research is that PSO can improve the accuracy of Naive Bayes, C4.5, SVM, and NN.
Pendampingan Penggunaan Aplikasi Petadampot untuk Meningkatkan Pendidikan Keterampilan Hidup Siswa Sekolah Dasar Kartika Yuni Purwanti; Suamanda Ika Novichasari; Zulmi Roestika Rini
Jurnal Pengabdian Masyarakat (abdira) Vol 1, No 2 (2021): Abdira, Oktober
Publisher : Universitas Pahlawan Tuanku Tambusai

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31004/abdira.v1i2.41

Abstract

This service is aimed at Grade 4 students at SDN Jubelan 01, Sumowono District, Semarang Regency. The problems faced by partners are that students are not equipped with knowledge about life skills education, have not been empowered to grow vegetables and fruit in pots, and students' knowledge is only limited to planting plants in pots without paying attention to plant needs. The methods used are socialization, demonstration and practice as well as monitoring and evaluation. The results of this training activity participants have experienced an increase in PKH by an average of 92.17%, namely student knowledge about PKH 100%, knowledge about tabulampot 83.49%, student skills in planting tabulampot 93.76% and student knowledge about plant care 91.44%. Therefore, the results of this health literacy training activity can be said to be successful in the very good category. Petadampot media helps students in taking care of plants so that they can improve student survival education, especially in terms of food security. This activity is expected to be one of the school's flagship programs that can be a source of school income.
Co-Authors Iwan Setiawan Wibisono Kartika Yuni Purwanti Zulmi Roestika Rini