Techniques for enriching device profiles and mitigating cybersecurity threats using enriched device profiles
Systems and methods for device profile enrichment. A method includes determining a plurality of distributions of device attributes with respect to a plurality of fields of a predefined device profile schema; generating a plurality of inference rules based on the plurality of distributions of device attributes, wherein each inference rule indicates at least one required device attribute and at least one inferred device attribute; creating an ordered set of inference rules including the plurality of inference rules organized with respect to a plurality of scores, each score corresponding to one of the plurality of inference rules, wherein the score for each inference rule is determined based on the at least one required device attribute of the inference rule; and enriching at least one device profile by iterating the ordered set of inference rules, wherein enriching a device profile includes adding at least one device attribute value to the device profile.
1 . A method for device profile enrichment, comprising:
generating a plurality of distributions of device attributes for a set of devices, wherein each distribution comprises:
a count of devices in a subset of devices that have a specific value in a particular device attribute field,
wherein the subset of devices comprises devices from the set of devices that have a unique combination of values for two or more device attribute fields of a predefined device profile schema, wherein the two or more device attribute fields do not include the particular device attribute field;
generating a plurality of inference rules based on the plurality of distributions of device attributes, wherein each inference rule indicates at least one required device attribute and at least one inferred device attribute;
enriching a device profile by applying the plurality of inference rules to add an inferred device attribute value to the device profile.
2 . The method of claim 1 , further comprising:
grouping device profiles of a plurality of device profiles into a plurality of device profile groups with respect to a plurality of device attribute fields of the predefined device profile schema, wherein the plurality of distributions is further determined based on the plurality of device profile groups.
3 . The method of claim 2 , further comprising:
isolating at least one of the plurality of device profile groups, wherein device profiles of each isolated device profile group are any of missing at least one device attribute and including at least one inconsistency among device attributes, wherein the at least one isolated device profile group is excluded when determining the plurality of inference rules.
4 . The method of claim 1 , wherein the plurality of inference rules further includes at least one compound inference rule, wherein each compound inference rule is determined based on at least two other inference rules of the plurality of inference rules.
5 . The method of claim 1 , further comprising:
detecting a cybersecurity threat based on the at least one enriched device profile and device activity; and
performing at least one mitigation action to mitigate the detected cybersecurity threat.
6 . The method of claim 1 , wherein a plurality of device attribute fields of the predefined device profile schema includes fields representing manufacturer, operating system, device model, category, and type.
7 . A non-transitory computer readable medium having stored thereon instructions for causing a processing circuitry to execute a process, the process comprising:
generating a plurality of distributions of device attributes for a set of devices, wherein each distribution comprises:
a count of devices in a subset of devices that have a specific value in a particular device attribute field,
wherein the subset of devices comprises devices from the set of devices that have a unique combination of values for two or more device attribute fields of a predefined device profile schema, wherein the two or more device attribute fields do not include the particular device attribute field;
generating a plurality of inference rules based on the plurality of distributions of device attributes, wherein each inference rule indicates at least one required device attribute and at least one inferred device attribute;
enriching a device profile by applying the plurality of inference rules to add an inferred device attribute value to the device profile.
8 . The non-transitory computer readable medium of claim 7 , wherein the process further comprises:
grouping device profiles of a plurality of device profiles into a plurality of device profile groups with respect to a plurality of device attribute fields of the predefined device profile schema, wherein the plurality of distributions is further determined based on the plurality of device profile groups.
9 . The non-transitory computer readable medium of claim 8 , wherein the process further comprises:
isolating at least one of the plurality of device profile groups, wherein device profiles of each isolated device profile group are any of missing at least one device attribute and including at least one inconsistency among device attributes, wherein the at least one isolated device profile group is excluded when determining the plurality of inference rules.
10 . The non-transitory computer readable medium of claim 7 , wherein the plurality of inference rules further includes at least one compound inference rule, wherein each compound inference rule is determined based on at least two other inference rules of the plurality of inference rules.
11 . The non-transitory computer readable medium of claim 7 , wherein the process further comprises:
detecting a cybersecurity threat based on the at least one enriched device profile and device activity; and
performing at least one mitigation action to mitigate the detected cybersecurity threat.
12 . The non-transitory computer readable medium of claim 7 , wherein a plurality of device attribute fields of the predefined device profile schema includes fields representing manufacturer, operating system, device model, category, and type.
13 . A system for device profile enrichment, comprising:
a processing circuitry; and
a memory, the memory containing instructions that, when executed by the processing circuitry, configure the system to:
generating a plurality of distributions of device attributes for a set of devices, wherein each distribution comprises:
a count of devices in a subset of devices that have a specific value in a particular device attribute field,
wherein the subset of devices comprises devices from the set of devices that have a unique combination of values for two or more device attribute fields of a predefined device profile schema, wherein the two or more device attribute fields do not include the particular device attribute field;
generating a plurality of inference rules based on the plurality of distributions of device attributes, wherein each inference rule indicates at least one required device attribute and at least one inferred device attribute;
enriching a device profile by applying the plurality of inference rules to add an inferred device attribute value to the device profile.
14 . The system of claim 13 , wherein the instructions, when executed by the processing circuitry, further configures the system to:
grouping device profiles of a plurality of device profiles into a plurality of device profile groups with respect to a plurality of device attribute fields of the predefined device profile schema, wherein the plurality of distributions is further determined based on the plurality of device profile groups.
15 . The system of claim 14 , wherein the instructions, when executed by the processing circuitry, further configures the system to:
isolating at least one of the plurality of device profile groups, wherein device profiles of each isolated device profile group are any of missing at least one device attribute and including at least one inconsistency among device attributes, wherein the at least one isolated device profile group is excluded when determining the plurality of inference rules.
16 . The system of claim 13 , wherein the plurality of inference rules further includes at least one compound inference rule, wherein each compound inference rule is determined based on at least two other inference rules of the plurality of inference rules.
17 . The system of claim 13 , wherein the instructions, when executed by the processing circuitry, further configures the system to:
detecting a cybersecurity threat based on the at least one enriched device profile and device activity; and
performing at least one mitigation action to mitigate the detected cybersecurity threat.
18 . The system of claim 13 , wherein a plurality of device attribute fields of the predefined device profile schema includes fields representing manufacturer, operating system, device model, category, and type.