Jurnal Informasi Pengabdian Masyarakat
Vol. 1 No. 3 (2023): Agustus: Jurnal Informasi Pengabdian Masyarakat

Peptida Anti Kanker Membranolitik (ACPS) Pada Kanker Paru – Paru Menggunakan Metode Naïve Bayes Dan K-Nearest Neighbor

Hafidh Ashil Fadhlurrahman (Unknown)
Alpi Parhan (Unknown)
Muhammad Faizal Muttaqin (Unknown)
Ramdan Aditya Wijaya (Unknown)
Ricky Firmansyah (Unknown)



Article Info

Publish Date
03 Jul 2023

Abstract

Lung cancer is one of the most common types of disease. In this study the methods used are Naive Bayes (NB) and K-Nearest Neighbor (K-NN), which include algorithms that work well for classifying datasets. The purpose of this research is to compare the classification algorithms of Naive Bayes and K-NN, both of which are quite effective for analyzing cancer data. Rapid Miner is used together with Naive Bayes and K-NN algorithms for decision making. After the research was carried out, the results of the study using the Naive Bayes method found that lung cancer had an inactive-virtual class of 750 with a precision of 100%, an inactive-exp of 52, a precision class of 56.45%, a mod-active 75 class of 57.69% precision, and a precision of class 37 which is very active. 17% with an accuracy of all 86.56% which is included in the good classification category. While the K-nearest neighbor algorithm method, it turns out that ACPs lung cancer which has inactive-virtual totals 750 class precision 100% inactive-exp 52, class precision 56.45%, mod-active 75 class precision 57.69%, very-active 37 class precision 17% with all 93.01% accuracy, which is included in the excellent classification category. It can be seen from the two methods that we analyze, the K-nearest neighbor algorithm method, displays a classification that has a greater percentage than the Naive Bayes method, in other words the use of the K-NN method on ACPs lung cancer data is more accurate than the Naïve Bayes method.

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Journal Info

Abbrev

jipm

Publisher

Subject

Humanities Computer Science & IT Economics, Econometrics & Finance Education Languange, Linguistic, Communication & Media Social Sciences

Description

Focus dan Scope pada bidang pendidikan, Hukum, Ekonomi, Humaniora, Teknik, Pertanian, Komunikasi, Kesehatan, dan Rekayasa. Jurnal Pengabdian kepada Masyarakat indonesia memuat publikasi hasil kegiatan pengabdian masyarakat, model atau konsep dan atau implementasinya dalam rangka peningkatan ...