CLASSIFICATION OF MALWARE USING CLUSTERING THAT ORDERS EVENTS IN ACCORDANCE WITH THE TIME OF OCCURENCE

Patent №

US 7,809,670

Granted

2010-10-05

Filed 2006

Owner

MICROSOFT CORPORATION

AI components

4

ml · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

11608625

The present invention is directed to a method and system for automatically classifying an application into an application group which is previously classified in a knowledge base. More specifically, a runtime behavior of an application is captured as a series of events which are monitored and recorded during the execution of the application. The series of events are analyzed to find a proper application group which shares common runtime behavior patterns with the application. The knowledge base of application groups is previously constructed based on a large number of sample applications. The construction of the knowledge base is done in such a manner that each sample application can be classified into application groups based on a set of classification rules in the knowledge base. The set of classification rules are applied to a new application in order to classify the new application into one of the application groups.

AI classification

Knowledge representation1.00
Machine learning0.96
Planning0.91
AI hardware0.91
Natural language0.30
Evolutionary computation0.01
Speech0.00
Vision0.00

Ownership

MICROSOFT CORPORATION

assignment · 187710841

Assignors

LEE, TONY, MODY, JIGAR J., LIN, YING (LENA), MARINESCU, ADRIAN M., POLYAKOV, ALEXEY A.

On an employer assignment, the assignors are typically the inventors.

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