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Generic and static detection of malware installation packages

  • US 10,621,343 B1
  • Filed: 11/30/2017
  • Issued: 04/14/2020
  • Est. Priority Date: 11/30/2017
  • Status: Active Grant
First Claim
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1. A method comprising:

  • receiving, by a computing device, an executable application or a part thereof;

    extracting, by the computing device, a package name associated with the received application;

    classifying, by the computing device, the received executable application as being malicious or non-malicious based on evaluation of the package name using a language model; and

    when the received executable application is classified as being non-malicious by the language model, performing, by the computing device, a further classification process on the received executable application by;

    extracting one or more icons associated with the received executable application; and

    evaluating a set of icons from the one or more icons using a deep neural network (DNN) model.

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