Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Don't Pick the Cherry: An Evaluation Methodology for Android Malware
  Detection Methods   In evaluating detection methods, the malware research community relies on
scan results obtained from online platforms such as VirusTotal. Nevertheless,
given the lack of standards on how to interpret the obtained data to label
apps, researchers hinge on their intuitions and adopt different labeling
schemes. The dynamicity of VirusTotal's results along with adoption of
different labeling schemes significantly affect the accuracies achieved by any
given detection method even on the same dataset, which gives subjective views
on the method's performance and hinders the comparison of different malware
detection techniques.
  In this paper, we demonstrate the effect of varying (1) time, (2) labeling
schemes, and (3) attack scenarios on the performance of an ensemble of Android
repackaged malware detection methods, called dejavu, using over 30,000
real-world Android apps. Our results vividly show the impact of varying the
aforementioned 3 dimensions on dejavu's performance. With such results, we
encourage the adoption of a standard methodology that takes into account those
3 dimensions in evaluating newly-devised methods to detect Android (repackaged)
malware.

4
The categories of this paper are: cond-mat
23
The categories of this paper are: solv-int
16
The categories of this paper are: stat
36
The categories of this paper are: cmp-lg
10
The categories of this paper are: q-bio
14
The categories of this paper are: math-ph
35
The categories of this paper are: mtrl-th
22
The categories of this paper are: chao-dyn
6
The categories of this paper are: astro-ph
28
The categories of this paper are: alg-geom
7
The categories of this paper are: hep-th
17
The categories of this paper are: q-fin
2
The categories of this paper are: math
27
The categories of this paper are: comp-gas
12
The categories of this paper are: nucl-th
20
The categories of this paper are: acc-phys