Abstract:
A network's evolution is characterized by graph evolution rules. A graph, formed by merging multiple graphs representing the multiple snapshots of the network, that represents an evolutionary network is mined to identify evolutional patterns of the network. A pattern is selected from the identified patterns. Graph evolution rules are generated using identified evolutional patterns. The generated graph evolution rules represent the evolutional patterns of the network, the rules indicating that any occurrence of a child pattern of the selected pattern implies a corresponding occurrence of the selected pattern.
Abstract:
An advisor flowchart is built, which flowchart comprises a set of nodes and each node is associated with a user attribute selected from a set of user attributes in a user space, the set of attributes comprising information about users, e.g., lifestyles, interests, demographics, etc. and each node is associated with a ranking of products from a product space. The advisor flowchart may be used to make a set of recommendations available to a user, where the set of recommendations comprise one or more top-ranked products associated with the node at which the user is currently positioned. At each node, the associated user attribute is used to formulate a question that may be posed to the user. The user's answer to the question may be used to progress to another node of the advisor flowchart.
Abstract:
A network's evolution is characterized by graph evolution rules. A graph, formed by merging multiple graphs representing the multiple snapshots of the network, that represents an evolutionary network is mined to identify evolutional patterns of the network. A pattern is selected from the identified patterns. Graph evolution rules are generated using identified evolutional patterns. The generated graph evolution rules represent the evolutional patterns of the network, the rules indicating that any occurrence of a child pattern of the selected pattern implies a corresponding occurrence of the selected pattern.