Kalam, MZatiarErwan (2014) Implementasi Metode Case Based Reasoning (CBR) dan K-Nearest Neighbor (k-NN) dalam Sistem Pendukung keputusan untuk Menentukan Tingkatan Depresi Bagi penderita Diabetes Melitus. Sarjana thesis, Universitas Brawijaya.
Abstract
Gaya hidup dan depresi berperan dalam prevelensi peningkatan angka kejadian diabetes melitus ,Depresi berasal dari beban pisikososial maupun perubahan biokimia pada saat pengobatan dalam upaya penyembuhan. Pada Penelitian ini diterapkan metode Case Based Reasoning(CBR) dengan algoritma K-Nearest Neighbor (K-NN). Metode ini digunakan untuk menkelasifikasi kasus baru dengan menghitung nilai kemiripan kasus, dan kelasifikasi akhir ditentukan dengan metode Weighted Voting antara alternatif yang dominan muncul dan memiliki nilai voting tertinggi. Pengujian sistem dilakukan dengan cara membandingkan hasil perhitungan sistem dengan nilai kelasifikasi yang diperoleh dalam penelitian sebelumnya yang dilakukan oleh Purnomo. Hasil pengujian menunjukan tingkat akurasi sistem mencapai 87%.
English Abstract
Lifestyle and depression are contributing in increasing Diabetic Mellitus prevalence. Depression affects in the beginning of pathognesis, controlling, and complication of diabetes mellitus. Depression came from pshycosocial stressor and biochemical alteration that related to diabetic and therapeutic process. That is why Diabetic Mellitus most occured on people with depression rather than people with healthy mental status. In this research, these data are collected from previous research that had been done by Purnomo in Polyclinic Endokrin Saiful Anwar Hospital Malang. This research is using Case Based Reasoning (CBR) method with K-Nearest Neighbor (K-NN) algorithm. This method is used to classificate new case by counting similarities values of the cases and the last classification are determined by Weighted Voting method between the alternative of predominantly appear and has the highest voting value.This system is tested by comparing system counting result with classification value from previous research by Purnomo. Testing result showed that system accuracy level reach 87%.
| Item Type: | Thesis (Sarjana) |
|---|---|
| Identification Number: | SKR/FTIK/2014/149/051404257 |
| Subjects: | 000 Computer science, information and general works > 005 Computer programming, programs, data |
| Divisions: | Fakultas Ilmu Komputer > Teknik Informatika |
| Depositing User: | Budi Wahyono Wahyono |
| Date Deposited: | 04 Aug 2014 14:20 |
| Last Modified: | 20 Oct 2021 04:02 |
| URI: | http://repository.ub.ac.id/id/eprint/145933 |
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