Multicience
Vol. 1 No. 12 (2021): INTERNATIONAL JOURNAL OF MULTISCIENCE - MARCH 2021 EDITION

THE ARTIFICIAL NEURAL NETWORK (ANN) ALGORITHM IMPLEMENTATION FOR PREDICTING THE AMOUNT OF BOOK SALES AT ERLANGGA PUBLISHER PEMATANGSIANTAR

HOTMALINA SILITONGA (STIKOM TUNAS BANGSA, PEMATANGSIANTAR, INDONESIA)
INDRA GUNAWAN (STIKOM TUNAS BANGSA, PEMATANGSIANTAR, INDONESIA)
BAHRUDI EFENDI DAMANIK (AMIK TUNAS BANGSA, PEMATANGSIANTAR, INDONESIA)

Article Info

Publish Date
01 Mar 2021

Abstract

Selling is one of the main goals of a company after producing its goods. The more goods sold, the more economic value the company is selling. Therefore, the purpose of this study is to determine how much the rate of increase or decrease in the number of book sales at the publisher of Erlangga Pematangsiantar is in the form of prediction. This study uses an Artificial Neural Network (ANN) with the Backpropagation method. Backpropagation is a method that is often used for prediction. The research data is secondary data (sales data) sourced from PT. Publisher Erlangga Pematangsiantar from 2013 to 2017. Data is divided into 2 parts, namely training data and testing data. There are 5 architectural models used in this study, 3-9-1, 3-11-1, 3-15-1, 3-30-1, and 3-31-1. Of the 5 (five) architectural models used, the best architecture is 3-11-1 with an accuracy rate of 80% and MSE 0.13001601. So this model is good for predicting the number of book sales at PT. Publisher Erlangga Pematangsiantar.

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Journal Info
Multicience
Website

Abbrev

ijm

Publisher

CV KULTURA DIGITAL MEDIA

Subject

Arts Humanities Biochemistry, Genetics & Molecular Biology Computer Science & IT Economics, Econometrics & Finance Education Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Public Health Social Sciences Other

Description

The principle reason for INTERNATIONAL JOURNAL OF MULTISCIENCE is to give an academic discussion to the world, over to share great learning. It expects to be the voice of scholars around the world. One of its establishing standards is that of backing of the scholastic research field. The ...