(a) Residual block and (b) basic architecture of the ResNet50 model [59]. حسب Abdullah Asım Yılmaz (20715311)

الموضوعات:

Classification taxonomy for intrusion detection systems. حسب Abdullah Asım Yılmaz (20715311)

الموضوعات:

The IDS works in the literature. حسب Abdullah Asım Yılmaz (20715311)

الموضوعات:

Distributions of samples in the UNSW-NB15 dataset used for training. حسب Abdullah Asım Yılmaz (20715311)

الموضوعات:

ROC-AUC of the four models (a) AlexNet (b) GoogleNet (c)Resnet-50 (d) Proposed Model. حسب Abdullah Asım Yılmaz (20715311)

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Hyperparameters of the suggested model. حسب Abdullah Asım Yılmaz (20715311)

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Quantitative results for the (a) UNSW-B15, (b) NSL-KDD, and (c) KDDCUP’99 datasets. حسب Abdullah Asım Yılmaz (20715311)

الموضوعات:

Summary of public benchmark datasets. حسب Abdullah Asım Yılmaz (20715311)

الموضوعات:

Basic methodology of an ML-based intrusion detection system. حسب Abdullah Asım Yılmaz (20715311)

الموضوعات:

Composition of 10% KDDCUP’99 and NSL-KDD datasets. حسب Abdullah Asım Yılmaz (20715311)

الموضوعات:

The comparison of results from the proposed architecture and state-of-the-art algorithms on the UNSW-B15, NSL-KDD and KDDCUP’99 dataset. حسب Abdullah Asım Yılmaz (20715311)

الموضوعات:

ML algorithms in cyber security. حسب Abdullah Asım Yılmaz (20715311)

الموضوعات:

Basic architecture of the GoogLeNet model [60]. حسب Abdullah Asım Yılmaz (20715311)

الموضوعات:

(a) One-hot encoding (b) Binarisation and discretisation process for continuous features. حسب Abdullah Asım Yılmaz (20715311)

الموضوعات:

Flowchart of proposed architecture for intrusion detection. حسب Abdullah Asım Yılmaz (20715311)

الموضوعات:

The evaluation metrics formulas. حسب Abdullah Asım Yılmaz (20715311)

الموضوعات:

Basic methodology of an ML-based intrusion detection system. حسب Abdullah Asım Yılmaz (20715311)

الموضوعات:

Basic architecture of the AlexNet model [61]. حسب Abdullah Asım Yılmaz (20715311)

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Images of intrusion data samples. حسب Abdullah Asım Yılmaz (20715311)

الموضوعات:

Confusion matrices obtained by applying the proposed method to the NSL-KDD dataset, for five types of intrusion. حسب Abdullah Asım Yılmaz (20715311)

الموضوعات: