Denial of Service Traffic Validation Using K-Fold Cross Validation on Software Defined Network
ABDHUL RHOHIM
Informasi Umum
Kode
21.04.2949
Klasifikasi
621.385 1 - Network analysis
Jenis
Karya Ilmiah - Skripsi (S1) - Reference
Subjek
Network Security
Dilihat
234 kali
Informasi Lainnya
Abstraksi
SDN (Software..Defined..Network) is.a technology in networking.that has been present.and.continues to be developed. In this technology there is still the possibility of a DoS attack. However, DoS attack detection research still uses the NSL-KDD dataset and does not validate the model used, while to find out how good a model is, a validation process needs to be carried out. So with that it is necessary to validate and also use datasets originating from the SDN network. The validation method used in this research is K-Fold Cross Validation. In this validation there is a repetition of the process according to the value of K and the results are taken from the average value. From the test results obtained a validation value of 99.79% from the Support Vector Machine (SVM), 99.84% from Decision Tree and 96.84% for Naïve Bayes which is used as a model, meaning that this value indicates the model used can perform DoS detection very well and SVM model has high score under Decision Tree model.
Keywords: SDN, Validation, Cross Validation, DoS, NLS-KDD
Koleksi & Sirkulasi
Seluruh 1 koleksi sedang dipinjam
Anda harus log in untuk mengakses flippingbook
Pengarang
| Nama | ABDHUL RHOHIM |
| Jenis | Perorangan |
| Penyunting | Vera Suryani, Muhammad Arief Nugroh |
| Penerjemah |
Penerbit
| Nama | Universitas Telkom, S1 Informatika (International Class) |
| Kota | Bandung |
| Tahun | 2021 |
Sirkulasi
| Harga sewa | IDR 0,00 |
| Denda harian | IDR 0,00 |
| Jenis | Non-Sirkulasi |
