IP Library Granted Patent US 9,648,035
Granted Patent B2
US 9,648,035 · App. 14/531,881 · Granted May 9, 2017

User behavioral risk assessment

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Quick Facts
Patent No.
US 9,648,035
App. No.
14/531,881
Granted
May 9, 2017
Kind
B2
Abstract

A predetermined particular behavioral profile is identified associated with at least one particular user of a computing system, the particular behavioral profile identifying expected behavior of the at least one user within the computing system. Activities associated with use of the computing system by the particular user are identified and it is determined whether the identified activities correlate with the particular behavioral profile. Identifying an activity that deviates from the particular behavioral profile beyond a particular threshold triggers a risk event relating to the particular user.

Claims (41)

1. At least one non-transitory machine accessible storage medium having instructions stored thereon, the instructions when executed on a machine, cause the machine to:

identify that a particular one of a plurality of behavioral profiles is associated with a particular user of a computing system, wherein the particular behavioral profile identifies expected behavior for users associated with the particular behavioral profile, the particular behavioral profile is based on previously detected activities of a set of one or more users, and the set of users comprises the particular user;

interpret data to identify one or more detected activities of the particular user involving the computing system as detected by a plurality of security tools to provide security services to the computing system;

determine that at least a particular one of the detected activities deviates from the particular behavioral profile beyond a particular threshold;

trigger a risk event related to the particular detected activity; and

revise the particular behavioral profile based on the detected activity.

2. The storage medium of claim 1 , wherein activities of the particular user that do not deviate beyond the particular threshold are determined to be consistent with the particular behavioral profile and do not trigger risk events.

3. The storage medium of claim 1 , wherein the particular behavioral profile is associated with a plurality of users and the plurality of users comprises the particular user.

4. The storage medium of claim 3 , wherein at least some of the plurality of users are included in the set of users.

5. The storage medium of claim 1 , wherein the set of users comprises at least one user other than the particular user.

6. The storage medium of claim 1 , wherein the instructions, when executed, further cause the machine to determine an aggregate risk profile for the computing system based at least in part on the plurality of behavioral profiles.

7. The storage medium of claim 6 , wherein determining the aggregate risk profile for the computing system includes:

identifying an association between a particular computing device in the computing system and the particular user;

determining a device risk profile of the particular computing device; and

determining a composite risk associated with the particular computing device based at least in part on the device risk profile of the particular computing device and the particular behavioral profile of the particular user of the particular computing device.

8. The storage medium of claim 7 , wherein determining the composite risk comprises identifying, from the particular behavioral profile, a behavioral tendency of the particular user that corresponds to a particular vulnerability of the particular computing device identified from the device risk profile of the particular computing device.

9. The storage medium of claim 7 , wherein a plurality of users are associated with the particular computing device, each user in the plurality of users is associated with one or more behavioral profiles in the plurality of behavioral profiles, and the composite risk associated with the particular computing device is based on each behavioral profile associated with the plurality of users.

10. The storage medium of claim 1 , wherein the set of users comprises a plurality of users and the particular behavioral profile is a group-based behavioral profile based on a plurality of previously detected activities.

11. The storage medium of claim 1 , wherein the plurality of security tools include at least two of a firewall, a web gateway, a mail gateway, a host intrusion protection (HIP) tool, a network intrusion protection (NIP) tool, an anti-malware tool, a data loss prevention (DLP) tool, a system vulnerability manager, a system policy compliance manager, an asset criticality tool, and a security information management (SIM) tool.

12. The storage medium of claim 1 , wherein the instructions, when executed, further cause the machine to initiate deployment of a countermeasure in response to the security event.

13. The storage medium of claim 12 , wherein the instructions, when executed, further cause the machine to identify that the countermeasure addresses one or more of the activities of the particular user.

14. The storage medium of claim 1 , wherein at least a portion of the data is generated by a host-based security tool on at least one end user computing device in the computing system identified as used by the particular user.

15. The storage medium of claim 14 , wherein at least a portion of the data is generated by a network-based security tool remote from the end user computing device.

16. The storage medium of claim 14 , wherein the instructions, when executed, further cause the machine to corroborate a determined deviation from the particular behavioral profile with a particular violation of a user behavior rule detected from monitoring of the end user computing device by the host-based security tool.

17. The storage medium of claim 1 , wherein the particular behavioral profile includes a plurality of categorical risk profiles for the particular user, each categorical risk profile describing determined tendencies of the particular user with regard to a respective category of system use.

18. A method comprising:

identifying that a particular one of a plurality of behavioral profiles is associated with a particular user of a computing system, wherein the particular behavioral profile identifies expected behavior for users associated with the particular behavioral profile, the particular behavioral profile is based on previously detected activities of a set of one or more users, and the set of users comprises the particular user;

interpreting data to identify one or more detected activities of the particular user involving the computing system, wherein the data is generated by a plurality of security tools to providing security services to the computing system and the data is based on activities detected by the plurality of security tools;

determining that at least a particular one of the detected activities deviates from the particular behavioral profile beyond a particular threshold;

triggering a risk event related to the particular detected activity;

revising the particular behavioral profile based on the detected activity; and

applying the revised particular behavioral profile to subsequent detected activities of users associated with the particular behavioral profile.

19. A system comprising:

at least one processor device;

at least one memory element; and

a user behavioral risk analysis engine, adapted when executed by the at least one processor device to:

identify that a particular one of a plurality of behavioral profiles is associated with a particular user of a computing system, wherein the particular behavioral profile identifies expected behavior for users associated with the particular behavioral profile, the particular behavioral profile is based on previously detected activities of a set of one or more users, and the set of users comprises the particular user;

interpret data to identify one or more detected activities of the particular user involving the computing system, wherein the detected activities are detected by a plurality of security tools to provide security services to the computing system;

determine that at least a particular one of the detected activities deviates from the particular behavioral profile beyond a particular threshold;

trigger a risk event related to the particular detected activity; and

revise the particular behavioral profile based on the detected activity.

Assignments (20)
RELEASE OF SECURITY INTEREST Recorded Aug 16, 2024
From: STG PARTNERS, LLC
To: MUSARUBRA US LLC; SKYHIGH SECURITY LLC
Reel/Frame 068671/0435 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Aug 15, 2024
From: MAGENTA SECURITY INTERMEDIATE HOLDINGS LLC
To: MAGENTA SECURITY HOLDINGS LLC
Reel/Frame 068657/0843 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Aug 15, 2024
From: MUSARUBRA US LLC
To: MAGENTA SECURITY INTERMEDIATE HOLDINGS LLC
Reel/Frame 068657/0764 →
FIRST LIEN PATENT SECURITY AGREEMENT Recorded Aug 15, 2024
From: MAGENTA SECURITY HOLDINGS LLC; SKYHIGH SECURITY LLC
To: UBS AG, STAMFORD BRANCH, AS COLLATERAL AGENT
Reel/Frame 068657/0666 →
INTELLECTUAL PROPERTY ASSIGNMENT AGREEMENT Recorded Aug 15, 2024
From: MAGENTA SECURITY INTERMEDIATE HOLDINGS LLC
To: MAGENTA SECURITY HOLDINGS LLC
Reel/Frame 068656/0920 →
INTELLECTUAL PROPERTY ASSIGNMENT AGREEMENT Recorded Aug 15, 2024
From: MUSARUBRA US LLC
To: MAGENTA SECURITY INTERMEDIATE HOLDINGS LLC
Reel/Frame 068656/0098 →
TERMINATION AND RELEASE OF SECOND LIEN SECURITY INTEREST IN CERTAIN PATENTS RECORDED AT REEL 056990, FRAME 0960 Recorded Aug 15, 2024
From: UBS AG, STAMFORD BRANCH, AS COLLATERAL AGENT
To: MUSARUBRA US LLC
Reel/Frame 068655/0430 →
TERMINATION AND RELEASE OF FIRST LIEN SECURITY INTEREST IN CERTAIN PATENTS RECORDED AT REEL 057453, FRAME 0053 Recorded Aug 15, 2024
From: UBS AG, STAMFORD BRANCH, AS COLLATERAL AGENT
To: MUSARUBRA US LLC
Reel/Frame 068655/0413 →
SECURITY INTEREST Recorded Aug 1, 2024
From: MUSARUBRA US LLC; SKYHIGH SECURITY LLC
To: STG PARTNERS, LLC
Reel/Frame 068324/0731 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Jul 29, 2022
From: MCAFEE, LLC
To: MUSARUBRA US LLC
Reel/Frame 061007/0124 →
CORRECTIVE ASSIGNMENT TO CORRECT THE PROPERTY NUMBERS PREVIOUSLY RECORDED AT REEL: 057315 FRAME: 0001. ASSIGNOR(S) HEREBY CONFIRMS THE ASSIGNMENT. Recorded Apr 11, 2022
From: MCAFEE, LLC
To: MUSARUBRA US LLC
Reel/Frame 060878/0126 →
FIRST LIEN PATENT SECURITY AGREEMENT Recorded Jul 27, 2021
From: MUSARUBRA US LLC; SKYHIGH NETWORKS, LLC
To: UBS AG, STAMFORD BRANCH, AS COLLATERAL AGENT
Reel/Frame 057453/0053 →
SECOND LIEN PATENT SECURITY AGREEMENT Recorded Jul 27, 2021
From: MUSARUBRA US LLC; SKYHIGH NETWORKS, LLC
To: UBS AG, STAMFORD BRANCH, AS COLLATERAL AGENT
Reel/Frame 056990/0960 →
RELEASE OF SECURITY INTEREST Recorded Jul 26, 2021
From: MORGAN STANLEY SENIOR FUNDING, INC.
To: MCAFEE, LLC; SKYHIGH NETWORKS, LLC
Reel/Frame 057620/0102 →
RELEASE OF INTELLECTUAL PROPERTY COLLATERAL - REEL/FRAME 045055/0786 Recorded Oct 26, 2020
From: JPMORGAN CHASE BANK, N.A., AS COLLATERAL AGENT
To: MCAFEE, LLC
Reel/Frame 054238/0001 →
CORRECTIVE ASSIGNMENT TO CORRECT THE REMOVE PATENT 6336186 PREVIOUSLY RECORDED ON REEL 045056 FRAME 0676. ASSIGNOR(S) HEREBY CONFIRMS THE SECURITY INTEREST. Recorded Oct 22, 2020
From: MCAFEE, LLC
To: MORGAN STANLEY SENIOR FUNDING, INC.
Reel/Frame 054206/0593 →
CORRECTIVE ASSIGNMENT TO CORRECT THE REMOVE PATENT 6336186 PREVIOUSLY RECORDED ON REEL 045055 FRAME 786. ASSIGNOR(S) HEREBY CONFIRMS THE SECURITY INTEREST. Recorded Oct 22, 2020
From: MCAFEE, LLC
To: JPMORGAN CHASE BANK, N.A.
Reel/Frame 055854/0047 →
SECURITY INTEREST Recorded Jan 12, 2018
From: MCAFEE, LLC
To: JPMORGAN CHASE BANK, N.A.
Reel/Frame 045055/0786 →
SECURITY INTEREST Recorded Jan 12, 2018
From: MCAFEE, LLC
To: MORGAN STANLEY SENIOR FUNDING, INC.
Reel/Frame 045056/0676 →
CHANGE OF NAME AND ENTITY CONVERSION Recorded Aug 24, 2017
From: MCAFEE, INC.
To: MCAFEE, LLC
Reel/Frame 043665/0918 →