20 April 2018

Identity and Access Management

Tools:
  • OpenAM
  • OpenSSO
  • Shibboleth
  • OpenDJ
  • OpenIDM

A Few Machine Learning Use Cases in IAM:
  • Provisioning accounts and permissions management
  • Dynamic risk scoring
  • Identification of Friend or Foe
  • Fraud and Threat patterns via detection of anomalies
  • Feature Engineering (attributes, subjects, resources, environments, roles, entitlements)
  • Rule profiling using decision functions
  • Clustering to identify threshold patterns, excess, shared identity attributes, overlaps
  • Potential for use with blockchain for digital identity and trust
  • Deep identification with biometrics and fingerprints
  • Mining for visibility of IAM and Security Information and Event Management