WO2014107438A3 - Methods and systems of dynamically generating and using device-specific and device-state-specific classifier models for the efficient classification of mobile device behaviors - Google Patents

Methods and systems of dynamically generating and using device-specific and device-state-specific classifier models for the efficient classification of mobile device behaviors Download PDF

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Publication number
WO2014107438A3
WO2014107438A3 PCT/US2013/078350 US2013078350W WO2014107438A3 WO 2014107438 A3 WO2014107438 A3 WO 2014107438A3 US 2013078350 W US2013078350 W US 2013078350W WO 2014107438 A3 WO2014107438 A3 WO 2014107438A3
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WO
WIPO (PCT)
Prior art keywords
mobile device
specific
models
behavior
state
Prior art date
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PCT/US2013/078350
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French (fr)
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WO2014107438A2 (en
Inventor
Vinay Sridhara
Rajarshi Gupta
Kassem Fawaz
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Qualcomm Incorporated
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Application filed by Qualcomm Incorporated filed Critical Qualcomm Incorporated
Priority to JP2015550849A priority Critical patent/JP6227666B2/en
Priority to CN201380069436.XA priority patent/CN104903918A/en
Priority to EP13824278.9A priority patent/EP2941740A2/en
Publication of WO2014107438A2 publication Critical patent/WO2014107438A2/en
Publication of WO2014107438A3 publication Critical patent/WO2014107438A3/en

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    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04B—TRANSMISSION
    • H04B17/00—Monitoring; Testing
    • H04B17/30—Monitoring; Testing of propagation channels
    • H04B17/391—Modelling the propagation channel
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/01—Dynamic search techniques; Heuristics; Dynamic trees; Branch-and-bound

Abstract

The various aspects provide a mobile device and methods implemented on the mobile device for modifying behavior models to account for device-specific or device-state-specific features. In the various aspects, a behavior analyzer module may leverage a full feature set of behavior models (i.e. a large classifier model) received from a network server to create lean classifier models for use in monitoring for malicious behavior on the mobile device, and the behavior analyzer module may dynamically modify these lean classifier models to include features specific to the mobile device and/or the mobile device's current configuration. Thus, the various aspects may enhance overall security for a particular mobile device by taking the mobile device and its current configuration into account and may improve overall performance by monitoring only features that are relevant to the mobile device.
PCT/US2013/078350 2013-01-02 2013-12-30 Methods and systems of dynamically generating and using device-specific and device-state-specific classifier models for the efficient classification of mobile device behaviors WO2014107438A2 (en)

Priority Applications (3)

Application Number Priority Date Filing Date Title
JP2015550849A JP6227666B2 (en) 2013-01-02 2013-12-30 Method and system for dynamically generating and using device-specific and device state-specific classifier models for efficient classification of mobile device behavior
CN201380069436.XA CN104903918A (en) 2013-01-02 2013-12-30 Methods and systems of dynamically generating and using device-specific and device-state-specific classifier models for the efficient classification of mobile device behaviors
EP13824278.9A EP2941740A2 (en) 2013-01-02 2013-12-30 Methods and systems of dynamically generating and using device-specific and device-state-specific classifier models for the efficient classification of mobile device behaviors

Applications Claiming Priority (10)

Application Number Priority Date Filing Date Title
US201361748217P 2013-01-02 2013-01-02
US201361748220P 2013-01-02 2013-01-02
US61/748,220 2013-01-02
US61/748,217 2013-01-02
US201361874129P 2013-09-05 2013-09-05
US201361874109P 2013-09-05 2013-09-05
US61/874,129 2013-09-05
US61/874,109 2013-09-05
US14/091,707 US9686023B2 (en) 2013-01-02 2013-11-27 Methods and systems of dynamically generating and using device-specific and device-state-specific classifier models for the efficient classification of mobile device behaviors
US14/091,707 2013-11-27

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WO2014107438A2 WO2014107438A2 (en) 2014-07-10
WO2014107438A3 true WO2014107438A3 (en) 2014-12-18

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US (1) US9686023B2 (en)
EP (1) EP2941740A2 (en)
JP (1) JP6227666B2 (en)
CN (1) CN104903918A (en)
TW (1) TWI530141B (en)
WO (1) WO2014107438A2 (en)

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