Jurnal Teknik Informatika (JUTIF)
Vol. 4 No. 2 (2023): JUTIF Volume 4, Number 2, April 2023

IMPLEMENTATION OF ARTIFICIAL NEURAL NETWORK WITH BACKPROPAGATION ALGORITHM FOR RATING CLASSIFICATION ON SALES OF BLACKMORES IN TOKOPEDIA

Dalfa Habibah Nurul Aini (Matematika, Fakultas Matematika dan Ilmu Pengetahuan Alam, Universitas Lampung, Indonesia)
Dian Kurniasari (Matematika, Fakultas Matematika dan Ilmu Pengetahuan Alam, Universitas Lampung, Indonesia)
Aang Nuryaman (Matematika, Fakultas Matematika dan Ilmu Pengetahuan Alam, Universitas Lampung, Indonesia)
Mustofa Usman (Matematika, Fakultas Matematika dan Ilmu Pengetahuan Alam, Universitas Lampung, Indonesia)



Article Info

Publish Date
23 Mar 2023

Abstract

The rating assessment classification contains feedback from consumers, which is given in the form of stars which aims to assess a product. However, the amount of data in the classification process often have differences in each class or is called an imbalanced dataset. These problems can affect the classification results. An imbalanced dataset can be overcome by applying random oversampling. To classify the rating assessment, this study proposes the Neural network method, which has a good accuracy level with the backpropagation algorithm and applies random oversampling to overcome the unbalanced amount of data. The results indicate that the neural network method with the backpropagation algorithm can classify the available data with an accuracy level of 85%. The application of resampling data using random oversampling and determining the amount of distribution of training data, testing data, number of epochs and the correct number of batch sizes affect the results obtained.

Copyrights © 2023






Journal Info

Abbrev

jurnal

Publisher

Subject

Computer Science & IT

Description

Jurnal Teknik Informatika (JUTIF) is an Indonesian national journal, publishes high-quality research papers in the broad field of Informatics, Information Systems and Computer Science, which encompasses software engineering, information system development, computer systems, computer network, ...