eprintid: 22246
rev_number: 11
eprint_status: archive
userid: 71
dir: disk0/00/02/22/46
datestamp: 2016-10-06 02:01:01
lastmod: 2016-10-06 02:01:01
status_changed: 2016-10-06 02:01:01
type: thesis
metadata_visibility: show
creators_name: TRI WIJI HASTUTI, NIM. 12651065
title: SISTEM REKOMENDASI PEMINATAN KONSENTRASI PADA JURUSAN TEKNIK INFORMATIKA MENGGUNAKAN ALGORITMA BACKPROPAGATION
ispublished: pub
subjects: TB
divisions: jur_tinf
full_text_status: restricted
keywords: ANN, Backpopagation, History Data Value.
note: Nurochman,S.Kom., M.Kom.
abstract: Selection of the majors concentrations of interest is one of the problems faced by many students. There are many students who have difficulty to find suitabe concentration field based on their interest. That caused many difficulties for determining student thesis topic title. Therefore, steps that can be done is to classify the data history with the goal of providing the best value on the concentration of interest, thus simplifying the selection determines the title of thesis research topic.
This research use the method of Artificial Neural Network by conducting experiments optimal network parameters. Each grade lessons parameter then the data were tried with initial weight has been initialized. Validation was done for the same data and new data were examined from optimal networking gained.
The experiment results using Backpropagation ANN ie 100% on training data, 71% of the data validation, and100% on the test data. Optimal architecture used four input nodes, one hidden layer with 15 nodes hidden layer, and the second output node. The optimal parameters used MSE 0.001; learning rate 0.05; momentum to 0.4; and epoch10000.
date: 2016-07-19
date_type: published
institution: UIN SUNAN KALIJAGA YOGYAKARTA
department: FAKULTAS SAINS DAN TEKNOLOGI
thesis_type: skripsi
thesis_name: other
citation:   TRI WIJI HASTUTI, NIM. 12651065  (2016) SISTEM REKOMENDASI PEMINATAN KONSENTRASI PADA JURUSAN TEKNIK INFORMATIKA MENGGUNAKAN ALGORITMA BACKPROPAGATION.  Skripsi thesis, UIN SUNAN KALIJAGA YOGYAKARTA.   
document_url: https://digilib.uin-suka.ac.id/id/eprint/22246/2/12651065_BAB-I_IV-atau-V_DAFTAR-PUSTAKA.pdf
document_url: https://digilib.uin-suka.ac.id/id/eprint/22246/1/12651065_BAB-II_sampai_SEBELUM-BAB-TERAKHIR.pdf