Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Edge-Detect: Edge-centric Network Intrusion Detection using Deep Neural
  Network   Edge nodes are crucial for detection against multitudes of cyber attacks on
Internet-of-Things endpoints and is set to become part of a multi-billion
industry. The resource constraints in this novel network infrastructure tier
constricts the deployment of existing Network Intrusion Detection System with
Deep Learning models (DLM). We address this issue by developing a novel light,
fast and accurate 'Edge-Detect' model, which detects Distributed Denial of
Service attack on edge nodes using DLM techniques. Our model can work within
resource restrictions i.e. low power, memory and processing capabilities, to
produce accurate results at a meaningful pace. It is built by creating layers
of Long Short-Term Memory or Gated Recurrent Unit based cells, which are known
for their excellent representation of sequential data. We designed a practical
data science pipeline with Recurring Neural Network to learn from the network
packet behavior in order to identify whether it is normal or attack-oriented.
The model evaluation is from deployment on actual edge node represented by
Raspberry Pi using current cybersecurity dataset (UNSW2015). Our results
demonstrate that in comparison to conventional DLM techniques, our model
maintains a high testing accuracy of 99% even with lower resource utilization
in terms of cpu and memory. In addition, it is nearly 3 times smaller in size
than the state-of-art model and yet requires a much lower testing time.

31
The categories of this paper are: ao-sci
18
The categories of this paper are: econ
24
The categories of this paper are: dg-ga
33
The categories of this paper are: plasm-ph
32
The categories of this paper are: atom-ph
23
The categories of this paper are: solv-int
19
The categories of this paper are: eess
25
The categories of this paper are: patt-sol
16
The categories of this paper are: stat
29
The categories of this paper are: funct-an
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The categories of this paper are: alg-geom
4
The categories of this paper are: cond-mat
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The categories of this paper are: q-fin
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The categories of this paper are: adap-org
37
The categories of this paper are: supr-con
34
The categories of this paper are: chem-ph