Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer
Vol 3 No 5 (2019): Mei 2019

Penerapan Metode K-Means untuk Evaluasi Senyawa Anti Kanker Berdasarkan Kajian Proteomik Sel MCF7

Mochammad Pratama Viadi (Fakultas Ilmu Komputer, Universitas Brawijaya)
Marji Marji (Fakultas Ilmu Komputer, Universitas Brawijaya)
Sri Widyarti (Fakultas Matematika dan Ilmu Pengetahuan Alam, Universitas Brawijaya)



Article Info

Publish Date
21 May 2019

Abstract

Cancer is a disease that originates from several body cells that can divide without stopping and can spread to surrounding tissues. Then split cell will attack and damage the surrounding tissue. Especially in breast cancer or occupying the top level in cancer. This cancer originates from a glandular tract in the breast which declared a malignant tumor. In the detection this disease can use bioinformatics techniques, namely proteomic studies. Output produced is a grouping of the results of the anti-cancer process on the development of cancer in the form of clustering using the K-Means process which is divided into 2, active and inactive. The results of system testing were carried out using Silhoutte Coefficient and Precision Recall Accuracy. In the Silhoutte Coefficient test getting the optimal cluster is 5 with a value of 0.6827. Whereas in testing the Precision Recall Accuracy, the Precision value was 67.59%, the Recall value was 79.57%, and the accuracy rate was at 57.71%. Using 10-fold cross validation get an average accuracy of 62.26%.

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Journal Info

Abbrev

j-ptiik

Publisher

Subject

Computer Science & IT Control & Systems Engineering Education Electrical & Electronics Engineering Engineering

Description

Jurnal Pengembangan Teknlogi Informasi dan Ilmu Komputer (J-PTIIK) Universitas Brawijaya merupakan jurnal keilmuan dibidang komputer yang memuat tulisan ilmiah hasil dari penelitian mahasiswa-mahasiswa Fakultas Ilmu Komputer Universitas Brawijaya. Jurnal ini diharapkan dapat mengembangkan penelitian ...