Journal of Computer Science, Information Technology and Telecommunication Engineering (JCoSITTE)
Vol 4, No 2 (2023)

Utilization of Digital Image and Convolution Neural Network Algorithm in Customer Satisfaction Survey with Facial Expressions

Tri Andre Anu (Universitas Potensi Utama)
Rika Rosnelly (Universitas Potensi Utama)
Dedi Irawan (Universitas Potensi Utama)
Progresif Bulolo (Universitas Potensi Utama)
Ubaidullah Hasibuan (Universitas Potensi Utama)



Article Info

Publish Date
31 Aug 2023

Abstract

The human face provides us with a lot of information about a person, and arguably the two most important pieces of information in a face are a person's identity and their emotional state. Judgments of identity and emotion facilitate social interactions. Services are a crucial part of the activities of all organizations, especially those in the service sector. Good services support customer satisfaction and ultimately impact the progress of the organization. The Convolutional Neural Network algorithm has become the most widely used neural architecture in various tasks, including image classification, audio pattern recognition, machine translation of text, and speech recognition. The data groups (angry, fearful, happy, neutral, sad, and surprised) tested with a threshold value of 30 epochs achieved a loss (error) accuracy of 1.5146 on the test data. The accuracy on the test data is 0.61. The proposed Convolutional Neural Network algorithm and digital image utilization achieved high accuracy performance to assist in evaluating a service-related field.

Copyrights © 2023






Journal Info

Abbrev

jcositte

Publisher

Subject

Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Electrical & Electronics Engineering

Description

ournal of Computer Science, Information Technology and Telecommunication Engineering (JCoSITTE) is being published in the months of March and September. It is academic, online, open access (abstract), peer reviewed international journal. The aim of the journal is to: Disseminate original, ...