Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Artificial Neural Network for Cybersecurity: A Comprehensive Review   Cybersecurity is a very emerging field that protects systems, networks, and
data from digital attacks. With the increase in the scale of the Internet and
the evolution of cyber attacks, developing novel cybersecurity tools has become
important, particularly for Internet of things (IoT) networks. This paper
provides a systematic review of the application of deep learning (DL)
approaches for cybersecurity. This paper provides a short description of DL
methods which is used in cybersecurity, including deep belief networks,
generative adversarial networks, recurrent neural networks, and others. Next,
we illustrate the differences between shallow learning and DL. Moreover, a
discussion is provided on the currently prevailing cyber-attacks in IoT and
other networks, and the effectiveness of DL methods to manage these attacks.
Besides, this paper describes studies that highlight the DL technique,
cybersecurity applications, and the source of datasets. Next, a discussion is
provided on the feasibility of DL systems for malware detection and
classification, intrusion detection, and other frequent cyber-attacks,
including identifying file type, spam, and network traffic. Our review
indicates that high classification accuracy of 99.72% is obtained by restricted
Boltzmann machine (RBM) when applied to a custom dataset, while long short-term
memory (LSTM) achieves an accuracy of 99.80% for KDD Cup 99 dataset. Finally,
this article discusses the importance of cybersecurity for reliable and
practicable IoT-driven healthcare systems.

2
The categories of this paper are: math
8
The categories of this paper are: hep-ex
10
The categories of this paper are: q-bio
28
The categories of this paper are: alg-geom
3
The categories of this paper are: physics
35
The categories of this paper are: mtrl-th
12
The categories of this paper are: nucl-th
15
The categories of this paper are: nucl-ex
25
The categories of this paper are: patt-sol
29
The categories of this paper are: funct-an
11
The categories of this paper are: hep-lat
31
The categories of this paper are: ao-sci
16
The categories of this paper are: stat
30
The categories of this paper are: q-alg
20
The categories of this paper are: acc-phys
23
The categories of this paper are: solv-int