Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Android Malware Category and Family Detection and Identification using
  Machine Learning   Android malware is one of the most dangerous threats on the internet, and
it's been on the rise for several years. Despite significant efforts in
detecting and classifying android malware from innocuous android applications,
there is still a long way to go. As a result, there is a need to provide a
basic understanding of the behavior displayed by the most common Android
malware categories and families. Each Android malware family and category has a
distinct objective. As a result, it has impacted every corporate area,
including healthcare, banking, transportation, government, and e-commerce. In
this paper, we presented two machine-learning approaches for Dynamic Analysis
of Android Malware: one for detecting and identifying Android Malware
Categories and the other for detecting and identifying Android Malware
Families, which was accomplished by analyzing a massive malware dataset with 14
prominent malware categories and 180 prominent malware families of
CCCS-CIC-AndMal2020 dataset on Dynamic Layers. Our approach achieves in Android
Malware Category detection more than 96 % accurate and achieves in Android
Malware Family detection more than 99% accurate. Our approach provides a method
for high-accuracy Dynamic Analysis of Android Malware while also shortening the
time required to analyze smartphone malware.

11
The categories of this paper are: hep-lat
3
The categories of this paper are: physics
2
The categories of this paper are: math
10
The categories of this paper are: q-bio
37
The categories of this paper are: supr-con
6
The categories of this paper are: astro-ph
34
The categories of this paper are: chem-ph
20
The categories of this paper are: acc-phys
18
The categories of this paper are: econ
27
The categories of this paper are: comp-gas
14
The categories of this paper are: math-ph
4
The categories of this paper are: cond-mat
19
The categories of this paper are: eess
31
The categories of this paper are: ao-sci
23
The categories of this paper are: solv-int
21
The categories of this paper are: adap-org