eprintid: 50469
rev_number: 11
eprint_status: archive
userid: 12460
dir: disk0/00/05/04/69
datestamp: 2022-04-13 07:13:40
lastmod: 2022-04-13 07:42:38
status_changed: 2022-04-13 07:13:40
type: thesis
metadata_visibility: show
contact_email: muh.khabib@uin-suka.ac.id
creators_name: Nadia Sholihah, NIM.: 16650014
title: ANALISIS KOMPARASI ALGORITMA ID3 DAN C4.5 DALAM KLASIFIKASI PENERIMAAN BEASISWA
(STUDI KASUS: BEASISWA SOLOPEDULI TAHUN 2017/2018)
ispublished: pub
subjects: TB
divisions: jur_tinf
full_text_status: restricted
keywords: Pembimbing: Rahmat Hidayat, S.Kom., M.Cs.,
abstract: Scholarships are aids or awards given to students with low economics in the
form of tuition fees. Various agencies are competing to help educate the nation
through organizing scholarships, such as the Solopeduli Foundation. However, in
its implementation, often, the wrong target or target occurs. To deal with these
problems, using data mining is necessarily essential.
This study classifies the ID3, and C4.5 algorithms, both of them are decision
tree building algorithms and compare the accuracy and efectiveness. The amount
of data used is 512 data for the 2017/2018 school year and 250 dummy data, which
is divided into training and test data. The attributes used to consist of the region,
administration (ADM), read-write The Quran (BTA), religion, smoking, vehicles,
and levels.
Based on testing using a confusion matrix, the C4.5 algorithm is better than
ID3 because it has a high degree of accuracy. In the four data shares, the highest
accuracy of each algorithm lies in the 70% test data. ID3 algorithm produces an
accuracy of 99.06% and for the C4.5 algorithm of 99.81%.
Based on testing the execution time, the ID3 algorithm is more effective
than C4.5 because it has the shortest time on the 90% test data. ID3 has a time of
0.246897 and C4.5 has a time of 0.346025.
date: 2020-04-02
date_type: published
pages: 112
institution: UIN SUNAN KALIJAGA YOGYAKARTA
department: FAKULTAS SAINS DAN TEKNOLOGI
thesis_type: skripsi
thesis_name: other
citation:   Nadia Sholihah, NIM.: 16650014  (2020) ANALISIS KOMPARASI ALGORITMA ID3 DAN C4.5 DALAM KLASIFIKASI PENERIMAAN BEASISWA (STUDI KASUS: BEASISWA SOLOPEDULI TAHUN 2017/2018).  Skripsi thesis, UIN SUNAN KALIJAGA YOGYAKARTA.   
document_url: https://digilib.uin-suka.ac.id/id/eprint/50469/1/16650014_BAB-I_IV-atau-V_DAFTAR-PUSTAKA.pdf
document_url: https://digilib.uin-suka.ac.id/id/eprint/50469/2/16650014_BAB-II_Bab%20Terakhir.pdf