Invention Grant
- Patent Title: On-line behavioral analysis engine in mobile device with multiple analyzer model providers
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Application No.: US13937462Application Date: 2013-07-09
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Publication No.: US09747440B2Publication Date: 2017-08-29
- Inventor: Rajarshi Gupta , Mark Bapst , Mohammad H Reshadi , Samir Kumar
- Applicant: QUALCOMM Incorporated
- Applicant Address: US CA San Diego
- Assignee: QUALCOMM Incorporated
- Current Assignee: QUALCOMM Incorporated
- Current Assignee Address: US CA San Diego
- Agency: The Marbury Law Group, PLLC
- Main IPC: G06F21/55
- IPC: G06F21/55 ; G06F9/445 ; G06F21/31 ; H04L29/06 ; H04W12/12 ; G06N5/04 ; G06F11/30 ; G06F11/34

Abstract:
Methods, systems and devices for generating data models in a client-cloud communication system may include applying machine learning techniques to generate a first family of classifier models that describe a cloud corpus of behavior vectors. Such vectors may be analyzed to identify factors in the first family of classifier models that have the highest probability of enabling a mobile device to better determine whether a mobile device behavior is malicious or benign. Based on this analysis, a second family of classifier models may be generated that identify significantly fewer factors and data points as being relevant for enabling the mobile device to better determine whether the mobile device behavior is malicious or benign based on the determined factors. A mobile device classifier module based on the second family of classifier models may be generated and made available for download by mobile devices, including devices contributing behavior vectors.
Public/Granted literature
- US20140053261A1 On-Line Behavioral Analysis Engine in Mobile Device with Multiple Analyzer Model Providers Public/Granted day:2014-02-20
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