Event management apparatus, systems, and methods
Apparatus, systems, and methods may operate to generate a reference statistical model of an operating system, such as a computer system, and display the reference statistical model as a hierarchical, segmented time series event stream graph, along with a graph representing current behavior of the system. The event stream graph may be derived from one or more streams of security events. Additional operations may include receiving requests to display further detail respecting discrepancies between the reference statistical model and the current behavior. Other apparatus, systems, and methods are disclosed.
1. A system, comprising:
interface hardware to receive current behavior data representing events occurring within a process; and
at least one processor to:
generate a graphical user interface (GUI) to display a reference statistical model of the process, along with a first graph representing current behavior of the process, wherein the reference statistical model is to be displayed as a hierarchical, segmented time series event stream graph;
accept requests to display further detail in a hierarchy respecting discrepancies between the reference statistical model and the current behavior, each element in the hierarchy having a distinct corresponding reference statistical model; and
display, in response to a request to display further detail in the hierarchy including identification of an element in a different level of the hierarchy, a second graph including the current behavior of the process corresponding to the element and a second reference statistical model corresponding to the element, the GUI enabling a time machine module to recall and re-create a state of the process at a past time, to include prior metrics and prior contextual event attributes, wherein the prior contextual event attributes include at least one of a source address activity values or destination address activity values, the values stored in a non-transitory memory.
2. The system of claim 1 , wherein the GUI is executed by a client node.
3. The system of claim 1 , wherein the behavior data is received from hardware processing nodes comprising at least one of server nodes, client nodes, or storage nodes.
4. The system of claim 1 , wherein the prior contextual event attributes include user account activity values stored in the non-transitory memory.
5. A processor-implemented method to execute on one or more processors that perform the method, comprising:
generating a first reference statistical model of a process including distinct reference statistical models of hierarchical elements in the process;
displaying a graphical user interface (GUI) including the first reference statistical model displayed as a hierarchical, segmented time series event stream graph, along with a graph representing current behavior of the process; and
receiving requests to display further detail in a hierarchy respecting discrepancies between the first reference statistical model and the current behavior; and
displaying, in the GUI and in response to a request to display further detail in the hierarchy, a second reference statistical model corresponding to an element in the hierarchical elements in the process, the GUI enabling a time machine module to recall and re-create a state of the process at a past time, to include prior metrics and prior contextual event attributes, wherein the prior contextual event attributes include at least one of a source address activity values or destination address activity values, the values stored in a non-transitory memory.
6. The method of claim 5 , further comprising:
receiving a hierarchy of statistical data streams; and
generating the graph representing the current behavior from the statistical data streams.
7. The method of claim 5 , further comprising:
displaying the segmented time series event stream graph and the graph representing current behavior as a superposition of graphs in the GUI.
8. The method of claim 7 , wherein the GUI further comprises:
a list of event categories in the hierarchy, ordered according to a percentage difference between the current behavior and the reference statistical model for the categories.
9. The method of claim 7 , wherein the GUI further comprises:
a compressed graphical representation of the current behavior over time, with selectable expansion viewpoints.
10. The method of claim 5 , wherein the receiving further comprises:
receiving at least one of the requests in response to selection of a hierarchical category of potential contributing factors.
11. A processor-implemented method to execute on one or more processors that perform the method, comprising:
generating a first reference statistical model of an operating computer system including distinct reference statistical models of hierarchical elements in the operating system;
displaying a graphical user interface (GUI) including the first reference statistical model as a hierarchical, segmented time series event stream graph, along with a graph representing current behavior of the operating computer system, wherein the event stream graph is derived from at least one stream of security events; and
receiving requests to display further detail respecting discrepancies between the first reference statistical model and the current behavior; and
displaying, in the GUI and in response to the request to display further detail in the hierarchy, a second reference statistical model corresponding to an element in the hierarchical elements in the operating system, the GUI enabling a time machine module to recall and re-create a state of the operating system at a past time, to include prior metrics and prior contextual event attributes, wherein the prior contextual event attributes include at least one of a source address activity values or destination address activity values, the values stored in a non-transitory memory.
12. The method of claim 11 , further comprising:
transmitting at least some of the further detail to a network interface in a client node coupled to a display.
13. The method of claim 11 , further comprising:
presenting an option to view the first reference statistical model and the graph representing current behavior in substantially real time, or as historical information recorded from a past time, or both.
14. The method of claim 11 , further comprising:
publishing statistical alerts based on rules incorporating interactions between multiple categories in the hierarchy.
15. The method of claim 11 , wherein the displaying comprises:
displaying the segmented time series event stream graph to include at least one of a volume-based stream or a frequency-based stream.
16. The method of claim 11 , further comprising:
publishing contextual event attributes as a graph of the attributes ordered and numbered according to occurrence frequency.
17. The method of claim 11 , further comprising:
publishing the hierarchy as a list with at least a root level, an activity level, and an outcome level, to enable drill-down level selection.