Teknokris
Vol 25 No 2 (2022): Jurnal Teknokris Edisi Desember

ANALISIS PERBANDINGAN ALGORITMA C4.5 DAN ID3 UNTUK FAKTOR KEPUASAN KONSUMEN WARUNG ICHA STEAK & SEAFOOD

Muhammad Farhan Arief (Universitas Krisnadwipayana)
Herry wahyono (universitas krisnadwipayana)
Nuke Chusna (universitas krisnadwipayana)



Article Info

Publish Date
20 Dec 2022

Abstract

Warung Icha Steak & Seafood is an MSME type food stall business that focuses on the culinary field that sells food in the form of steak and processed food from the sea. Efforts to retain consumers are certainly not an easy thing, especially the thing that is now being faced by Icha Steak & Seafood stalls is declining the number of consumers and customers. This is a threat that is being faced by the msme because it will have an impact on revenue turnover. The purpose of this study is to find out what factors need to be improved to achieve consumer satisfaction of Warung Icha Steak & Seafood. Apply the Classification method with C4.5 and ID3 algorithms to group the most influential factors for consumer satisfaction. Perform a Comparison of both C4.5 and ID3 algorithms with the Cross Validation method. Itwas concluded that the problem of determining the consumer satisfaction factor of Warung Icha Steak & Seafood can be solved using data mining techniques, namely with the C4.5 and ID3 algorithms, resulting in the same decision tree and 6 rules and the most dominant factor is Service Friendliness (C8) with a gain value of 0.41370089. Testing the ID3 algorithm has a high level of accuracy of 98.50%, a Precision value of 98.77% and a Recall value of 99.38%

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Journal Info

Abbrev

teknokris

Publisher

Subject

Civil Engineering, Building, Construction & Architecture Computer Science & IT Electrical & Electronics Engineering Industrial & Manufacturing Engineering Mechanical Engineering

Description

Karya Ilmiah untuk mahasiswa dan dosen pada bidang Teknik Mesin, Teknik Elektro, Teknik Industri, Teknik Informatika, Teknik Sipil, Perencanaan Wilayah dan Kota, Arsitektur dan Sistem Informasi terbit setahun dua kali, setiap Juni dan ...