Abstract: A method and system for automatically classifying protected devices of a protected network to protection groups providing customized protection. The method includes accessing network flow information that includes network statistics processed from observed data obtained by packet interception devices, accessing at least one model that was trained using machine learning and a training data set of the network flow information to classify protected devices having addresses that correspond to destination addresses associated with the training data set to respective protection groups as a function of the network statistics that correspond to the training data set, and classifying a protected device that has an address that corresponds to a destination address associated with a portion of the network flow information to at least one of the protection groups using the at least one model and machine learning and as a function of the network statistics that correspond to the portion of the network flow information.

Abstract: A method and system for automatically classifying protected devices of a protected network to protection groups providing customized protection. The method includes accessing network flow information that includes network statistics processed from observed data obtained by packet interception devices, accessing at least one model that was trained using machine learning and a training data set of the network flow information to classify protected devices having addresses that correspond to destination addresses associated with the training data set to respective protection groups as a function of the network statistics that correspond to the training data set, and classifying a protected device that has an address that corresponds to a destination address associated with a portion of the network flow information to at least one of the protection groups using the at least one model and machine learning and as a function of the network statistics that correspond to the portion of the network flow information.

Abstract: Content resources are managed. A request is received from a user for access to a source of content resources. It is determined that the user is authorized for access to the source. A portal Web page is generated based on a set of content element data applicable to the subscriber. The portal Web page is returned to the user. A system for use in managing content resources has a switch for receiving requests from Web browsers, a content resource management engine in communication with the switch, and a billing system in communication with the content resource management engine.

Abstract: Content resources are managed. A request is received from a user for access to a source of content resources. It is determined that the user is authorized for access to the source. A portal Web page is generated based on a set of content element data applicable to the subscriber. The portal Web page is returned to the user. A system for use in managing content resources has a switch for receiving requests from Web browsers, a content resource management engine in communication with the switch, and a billing system in communication with the content resource management engine.

Abstract: Content resources are managed. A request is received from a user for access to a source of content resources. It is determined that the user is authorized for access to the source. A portal Web page is generated based on a set of content element data applicable to the subscriber. The portal Web page is returned to the user. A system for use in managing content resources has a switch for receiving requests from Web browsers, a content resource management engine in communication with the switch, and a billing system in communication with the content resource management engine.