Optimizing anomaly detection based on user clustering, outlier detection, and historical data transfer paths
A system for optimizing anomaly detection determines, based on a confidence score, user clustering information that indicates a cluster to which a user belongs, such that if the confidence score is more than a threshold score, the user clustering information indicates that the user belongs to a first cluster. Otherwise, the user clustering information indicates that the user belongs to a second cluster. The system determines, based on user activities in a virtual environment, user outlier information that indicates whether the user is associated with an unexpected activity. The system determines virtual resource routing information that comprises routings of virtual resources between the avatar and the other avatars within the virtual environment. The system updates the confidence score based at least in part upon at least one of the user clustering information, the user outlier information, or the virtual resource routing information.
1 . A system for optimizing anomaly detection, comprising:
a memory configured to store:
user activities associated with a user within a virtual environment, wherein the user activities comprise one or more interactions between an avatar associated with the user and at least one other avatar within the virtual environment, wherein the virtual environment comprises a visual representation of a location;
a confidence score associated with the user, wherein the confidence score indicates whether the user is associated with an anomaly, wherein the anomaly represents an anomalous activity performed within the virtual environment, such that:
when the confidence score is more than a threshold score, the user is not associated with the anomaly; and
when the confidence score is less than the threshold score, the user is associated with the anomaly;
a processor operably coupled with the memory, and configured to:
determine, based at least in part upon the confidence score, user clustering information that indicates a cluster to which the user belongs, wherein:
in response to determining that the confidence score is more than the threshold score, the user clustering information indicates that the user belongs to a first cluster; and
in response to determining that the confidence score is less than the threshold score, the user clustering information indicates that the user belongs to a second cluster;
determine, based at least in part upon the user activities, user outlier information that indicates whether the user is associated with an unexpected user activity, wherein the unexpected user activity comprises performing more than a threshold number of interactions with the at least one other avatar after not accessing the virtual environment for more than a threshold period;
determine virtual resource routing information that comprises routings of virtual resources between the avatar and the other avatars within the virtual environment, wherein the virtual resources comprise a virtual file;
update the confidence score based at least in part upon at least one of the user clustering information, the user outlier information, or the virtual resource routing information;
determine that the user requests to perform an interaction with an entity in the virtual environment;
determine whether the confidence score is more than the threshold score; and
in response to determining that the confidence score is more than the threshold score, authorize the user to perform the interaction with the entity.
2 . The system of claim 1 , wherein updating the confidence score based at least in part upon at least one of the user clustering information, the user outlier information, or the virtual resource routing information comprises increasing the confidence score until the updated confidence score is more than the threshold score, in response to determining that:
the user outlier information indicates that the user is an outlier; and
the user clustering information indicates that the user belongs to the second cluster.
3 . The system of claim 1 , wherein updating the confidence score based at least in part upon at least one of the user clustering information, the user outlier information, or the virtual resource routing information comprises decreasing the confidence score in response to determining that:
the user outlier information indicates that the user is not an outlier; and
the user clustering information indicates that the user belongs to the second cluster.
4 . The system of claim 1 , wherein updating the confidence score based at least in part upon at least one of the user clustering information, the user outlier information, or the virtual resource routing information comprises decreasing the confidence score until the updated confidence score is less than the threshold score in response to determining that the virtual resource routing information indicates that the user has transferred a virtual resource associated with the anomaly to another avatar within the virtual environment.
5 . The system of claim 1 , wherein the processor is further configured to, in response to determining that the confidence score is less than the threshold score, prevent the user from performing the interaction with the entity.
6 . The system of claim 1 , wherein the one or more interactions comprise:
transferring virtual resources to another avatar, or
receiving virtual resources from another avatar.
7 . A method for optimizing anomaly detection, comprising:
determining, based at least in part upon a confidence score, user clustering information that indicates a cluster to which a user belongs, wherein:
the confidence score associated with the user, wherein the confidence score indicates whether the user is associated with an anomaly, such that:
when the confidence score is more than a threshold score, the user is not associated with the anomaly; and
when the confidence score is less than the threshold score, the user is associated with the anomaly, wherein the anomaly represents an anomalous activity performed within a virtual environment;
in response to determining that the confidence score is more than the threshold score, the user clustering information indicates that the user belongs to a first cluster; and
in response to determining that the confidence score is less than the threshold score, the user clustering information indicates that the user belongs to a second cluster;
determining, based at least in part upon user activities, user outlier information that indicates whether the user is associated with an unexpected user activity, wherein:
the user activities associated comprise one or more interactions between an avatar associated with the user and at least one other avatar within the virtual environment;
the virtual environment comprises a visual representation of a location; and
the unexpected user activity comprises performing more than a threshold number of interactions with the at least one other avatar after not accessing the virtual environment for more than a threshold period;
determining virtual resource routing information that comprises routings of virtual resources between the avatar and the other avatars within the virtual environment, wherein the virtual resources comprise a virtual object file;
updating the confidence score based at least in part upon at least one of the user clustering information, the user outlier information, or the virtual resource routing information;
determining that the user requests to perform an interaction with an entity in the virtual environment;
determining whether the confidence score is more than the threshold score; and
in response to determining that the confidence score is more than the threshold score, authorizing the user to perform the interaction with the entity.
8 . The method of claim 7 , wherein updating the confidence score based at least in part upon at least one of the user clustering information, the user outlier information, or the virtual resource routing information comprises increasing the confidence score until the updated confidence score is more than the threshold score, in response to determining that:
the user outlier information indicates that the user is an outlier; and
the user clustering information indicates that the user belongs to the second cluster.
9 . The method of claim 7 , wherein updating the confidence score based at least in part upon at least one of the user clustering information, the user outlier information, or the virtual resource routing information comprises decreasing the confidence score in response to determining that:
the user outlier information indicates that the user is not an outlier; and
the user clustering information indicates that the user belongs to the second cluster.
10 . The method of claim 7 , wherein updating the confidence score based at least in part upon at least one of the user clustering information, the user outlier information, or the virtual resource routing information comprises decreasing the confidence score until the updated confidence score is less than the threshold score in response to determining that the virtual resource routing information indicates that the user has transferred a virtual resource associated with the anomaly to another avatar within the virtual environment.
11 . The method of claim 8 , further comprising, in response to determining that the confidence score is less than the threshold score, preventing the user from performing the interaction with the entity.
12 . The method of claim 7 , wherein the one or more interactions comprise:
transferring virtual resources to another avatar, or
receiving virtual resources from another avatar.
13 . A non-transitory computer-readable medium that stores instructions, wherein when the instructions are executed by one or more processors, cause the one or more processors to:
determine, based at least in part upon a confidence score, user clustering information that indicates a cluster to which a user belongs, wherein:
the confidence score associated with the user, wherein the confidence score indicates whether the user is associated with an anomaly, such that:
when the confidence score is more than a threshold score, the user is not associated with the anomaly; and
when the confidence score is less than the threshold score, the user is associated with the anomaly, wherein the anomaly represents an anomalous activity performed within a virtual environment;
in response to determining that the confidence score is more than the threshold score, the user clustering information indicates that the user belongs to a first cluster; and
in response to determining that the confidence score is less than the threshold score, the user clustering information indicates that the user belongs to a second cluster;
determine, based at least in part upon user activities, user outlier information that indicates whether the user is associated with an unexpected user activity, wherein:
the user activities associated comprise one or more interactions between an avatar associated with the user and at least one other avatar within the virtual environment;
the virtual environment comprises a visual representation of a location; and
the unexpected user activity comprises performing more than a threshold number of interactions with the at least one other avatar after not accessing the virtual environment for more than a threshold period;
determine virtual resource routing information that comprises routings of virtual resources between the avatar and the other avatars within the virtual environment, wherein the virtual resources comprise a virtual file;
update the confidence score based at least in part upon at least one of the user clustering information, the user outlier information, or the virtual resource routing information;
determine that the user requests to perform an interaction with an entity in the virtual environment;
determine whether the confidence score is more than the threshold score; and
in response to determining that the confidence score is more than the threshold score, authorize the user to perform the interaction with the entity.
14 . The non-transitory computer-readable medium of claim 13 , wherein updating the confidence score based at least in part upon at least one of the user clustering information, the user outlier information, or the virtual resource routing information comprises increasing the confidence score until the updated confidence score is more than the threshold score, in response to determining that:
the user outlier information indicates that the user is an outlier; and
the user clustering information indicates that the user belongs to the second cluster.
15 . The non-transitory computer-readable medium of claim 13 , wherein updating the confidence score based at least in part upon at least one of the user clustering information, the user outlier information, or the virtual resource routing information comprises decreasing the confidence score in response to determining that:
the user outlier information indicates that the user is not an outlier; and
the user clustering information indicates that the user belongs to the second cluster.
16 . The non-transitory computer-readable medium of claim 13 , wherein updating the confidence score based at least in part upon at least one of the user clustering information, the user outlier information, or the virtual resource routing information comprises decreasing the confidence score until the updated confidence score is less than the threshold score in response to determining that the virtual resource routing information indicates that the user has transferred a virtual resource associated with the anomaly to another avatar within the virtual environment.
17 . The non-transitory computer-readable medium of claim 13 , wherein the instructions when executed by the one or more processors, further cause the one or more processors to, in response to determining that the confidence score is less than the threshold score, prevent the user from performing the interaction with the entity.