Layanan journal yang disediakan oleh Perpustakaan Universitas Gunadarma
| Judul Artikel | : | Working with Support Vector Regression: Prices Prediction |
|---|---|---|
| Judul Terbitan | : | Optima Jurnal Keilmuan Aplikasi Teknik dan Manajemen industri |
| ISSN | : | 0216-0048 |
| Bahasa | : | IND |
| Tempat Terbit | : | Surabaya |
| Tahun | : | 0000 |
| Volume | : | Vol. 2 Issue 3 0000 |
| Penerbit | : | Institut Teknologi Sepuluh Nopember Jurusan Teknik Industri- Fakultas Teknologi Industri |
| Frekuensi Penerbitan | : | 4 Bulan sekali |
| Penulis | : | Budi Santosa |
| Abstraksi | : | In this paper, a novel prediction approach, Support Vector Regression (SVR), is utilized to estimate prices. The results are compared to two other methods: Bayesian Neural Networks (BNN), and linear regression (LR). The methods are applied on Boston Housing Price and 'Albuquerque House Price which are nonlinear. The performance of each method is evaluated using mean squared error (MSE) and coefficient of determination R2. Data pre-processing is also investigated to see the impact to the performance error. The results show that SVR performs better than the two other methods. The results confirm that in the case of nonlinear prediction, SVR outperforms traditional regression |
| Kata Kunci | : | Jaringan syaraf tiruan; deteksi; generalisasi kesalahan; jaringan saraf feedforward; fungsi kernel; MATLAB; dukungan vektor mesin; setidaknya persegi dukungan vektor regresi; analisis kinerja; statistik; pelatihan sampel |
| Lokasi | : | P125 |
| Terakreditasi | : | belum |