System and method for automated access request recommendations
Systems and methods for embodiments of graph based and machine learning artificial intelligence systems for generating access item recommendations in an identity management system are disclosed. Embodiments of the identity management systems disclosed herein may utilize a graph based approach, a machine learning based approach, and hybrid combinations thereof for generating access item recommendations.
1. A method, comprising:
determining a set of peer identities to a target identity in an identity management system based on attributes of identities of the identity management system;
identifying access items of the identity management system associated with the set of peer identities;
for each of the identified access items, determining a concurrency with other of the identified access items
identifying a first set of access items of the identified access items, the first set of access items having a high concurrency with other of the identified access items;
generating a generalized access recommendation for the target identity that the target identity obtain access to the first set of access items;
identifying a second set of access items of the identified access items, the second set of access items having a insufficient concurrency with other of the identified access items; and
analyzing the identified access items, the set of peer identities, and the target identity to generate personalized access recommendations for the target identity, each of the personalized access recommendations recommending that the target identity obtain access to a respective access item, wherein the first and second sets of access items are excluded from the generated personalized access recommendations.
2. The method of claim 1 , wherein the identified access items, the set of peer identities, and the target identity are analyzed using a graph database query.
3. The method of claim 1 , wherein the attributes of the identities include groups, job titles, and departments.
4. The method of claim 1 , wherein the determined concurrency relates to the probability of two more identities or groups of identities having access to the same access item or group of access items.
5. The method of claim 1 , further comprising, responsive to a generated generalized or personalized access recommendation, receiving an access request from the target identity for access to a respective access item.
6. The method of claim 5 , further comprising, responsive to receiving the access request from the target identity, initiating an approval process for access to the respective access item by the target identity.
7. A non-transitory computer readable medium, comprising instruction for:
determining a set of peer identities to a target identity in an identity management system based on attributes of identities of the identity management system;
identifying access items of the identity management system associated with the set of peer identities;
for each of the identified access items, determining a concurrency with other of the identified access items
identifying a first set of access items of the identified access items, the first set of access items have a high concurrency with other of the identified access items;
generating a generalized access recommendation for the target identity that the target identity obtain access to the first set of access items;
identifying a second set of access items of the identified access items, the second set of access items having insufficient concurrency with other of the identified access items; and
analyzing the identified access items, the set of peer identities, and the target identity to generate personalized access recommendations for the target identity, each of the personalized access recommendations recommending that the target identity obtain access to a respective access item, wherein the first and second sets of access items are excluded from the generated personalized access recommendations.
8. The non-transitory computer readable medium of claim 7 , wherein the identified access items, the set of peer identities, and the target identity are analyzed using a graph database query.
9. The non-transitory computer readable medium of claim 7 , wherein the attributes of the identities include groups, job titles, and departments.
10. The non-transitory computer readable medium of claim 7 , wherein the determined concurrency relates to the probability of two more identities or groups of identities having access to the same access item or group of access items.
11. The non-transitory computer readable medium of claim 7 , further comprising, responsive to a generated generalized or personalized access recommendation, receiving an access request from the target identity for access to a respective access item.
12. The non-transitory computer readable medium of claim 11 , further comprising, responsive to receiving the access request from the target identity, initiating an approval process for access to the respective access item by the target identity.
13. A system, comprising:
a processor; and
a non-transitory computer readable medium comprising instructions for:
determining a set of peer identities to a target identity in an identity management system based on attributes of identities of the identity management system;
identifying access items of the identity management system associated with the set of peer identities;
for each of the identified access items, determining a concurrency with other of the identified access items
identifying a first set of access items of the identified access items, the first set of access items having a high concurrency with other of the identified access items;
generating a generalized access recommendation for the target identity that the target identity obtain access to the first set of access items;
identifying a second set of access items of the identified access items, the second set of access items having insufficient concurrency with other of the identified access items; and
analyzing the identified access items, the set of peer identities, and the target identity to generate personalized access recommendations for the target identity, each of the personalized access recommendations recommending that the target identity obtain access to a respective access item, wherein the first and second sets of access items are excluded from the generated personalized access recommendations.
14. The system of claim 13 , wherein the identified access items, the set of peer identities, and the target identity are analyzed using a graph database query.
15. The system of claim 13 , wherein the attributes of the identities include groups, job titles, and departments.
16. The system of claim 13 , wherein the determined concurrency relates to the probability of two more identities or groups of identities having access to the same access item or group of access items.
17. The system of claim 13 , further comprising, responsive to a generated generalized or personalized access recommendation, receiving an access request from the target identity for access to a respective access item.
18. The system of claim 11 , further comprising, responsive to receiving the access request from the target identity, initiating an approval process for access to the respective access item by the target identity.