PERAMALAN PENJUALAN PRODUK PT.HSM MENGGUNAKAN METODE SUPPORT VECTOR MACHINE (SVM)

Mohammad Imamuddin Adani, 3021610032 (2023) PERAMALAN PENJUALAN PRODUK PT.HSM MENGGUNAKAN METODE SUPPORT VECTOR MACHINE (SVM). Undergraduate thesis, Universitas Internasional Semen Indonesia.

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Abstract

PT.HSM adalah distributor suku cadang mekanik, memasok mesin, gearbox, kopling, hoist, crane dan generator ke perusahaan, pabrik, bengkel dan distributor lokal yang dikenal dan baru. Prakiraan penjualan masa depan dapat digunakan untuk mengelola jumlah persediaan produk yang tersedia, meminimalkan kekurangan dan kelebihan persediaan produk. Penelitian ini dilakukan untuk memprediksi penjualan genset di masa depan di . Penelitian ini menggunakan genset PT. HSM. Peramalan dilakukan pada data penjualan genset menggunakan metode Support Vector Machine (SVM). Hasil analisis menunjukkan bahwa model terbaik untuk meramalkan penjualan genset tersebut adalah model SVM dengan kernel Radial Basis Function, epsilon 1, gamma 100, dan cost 5. Model tersebut memiliki MAPE dan MAE di untuk data testing secara berurutan sebesar 0.03502027 dan 0.5808728.

Item Type: Thesis (Undergraduate)
Additional Information: Softfile/KK.23/UISI-01/SI
Uncontrolled Keywords: Support Vector Machine, Penjualan, Genset
Contributors:
ContributionNameEmail
Thesis advisorBrina Miftahurrohmah, S.Si., M.Si., MCEbrina.miftahurrohmah@uisi.ac.id
Subjects: T Technology > T Technology (General)
Divisions: Department of Information System
Depositing User: Mohammad Imamuddin Adani
Date Deposited: 16 Aug 2023 16:43
Last Modified: 16 Aug 2023 16:43
URI: https://repository.uisi.ac.id/id/eprint/5384

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