System and method for detecting network intrusions using layered host scoring
Approaches for detecting network intrusions, such as malware infection, Trojans, worms, or bot net mining activities includes: identifying one or more threat detections in session datasets, the session datasets corresponding to network traffic from a plurality of hosts; determining a layered detection score, the layered detection score corresponding to a certainty score and threat score; determining a layered host score, the layered host score corresponding to a certainty score and threat score; and generating alarm data comprising the layered detection score and the layered host score. In some embodiments, the network traffic may be received passively through a network switch; for example, by “tapping” the switch. Other additional objects, features, and advantages of the invention are described in the detailed description, figures and claims.
1. A method for generating layered host scores, comprising:
identifying one or more computer contaminate detections by analyzing one or more session datasets, the session datasets corresponding to network traffic from a plurality of hosts;
generating host certainty score data that corresponds to a confidence that a host is compromised by one or more computer contaminants;
generating host threat score data that corresponds to a potential harm from the one or more computer contaminants compromising the host; and
storing the host certainty score data and the host threat score data as a layered detection score in a database, wherein the layered detection score is generated by comprising:
combining a first detection certainty score data for a first detection type and a second detection certainty score data for a second detection type into a combined host certainty score;
combining a first detection threat score for the first detection type and a second detection threat score for the second detection type into a combined host threat score; and
combining the combined host certainty score with the combined host threat score.
2. The method of claim 1 , further comprising:
generating detection certainty score data that corresponds to a confidence that one or more computer contaminant detections are valid.
3. The method of claim 2 , wherein the host certainty score data is generated based at least in part on the detection certainty score data.
4. The method of claim 2 , wherein detection certainty score data older than an expiration limit is expired.
5. The method of claim 1 , further comprising:
generating detection threat score data that corresponds to a potential harm from the one or more computer contaminants.
6. The method of claim 5 , wherein the host threat score data is generated based at least in part on the detection threat score data.
7. The method of claim 1 , wherein the network traffic is received passively through a network switch.
8. The method of claim 1 , wherein detection certainty score data comprises of combining individual instances of detections for contaminants of a same type.
9. The method of claim 1 , wherein detection threat score data comprises of combining individual instances of detections for contaminants of a same type.
10. The method of claim 1 , wherein the layered detection score is generated based at least in part on analyzing an effect of the host threat score data and host certainty over time.
11. system for generating layered host scores, comprising:
a computer processor to execute a set of program code instructions;
a memory to hold the program code instructions, in which the program code instructions comprises program code to: identify one or more computer contaminate detections by analyzing one or more session datasets, the session datasets corresponding to network traffic from a plurality of hosts; generate host certainty score data that corresponds to a confidence that a host is compromised by one or more computer contaminants; generate host threat score data that corresponds to a potential harm from the one or more computer contaminants compromising the host; and store the host certainty score data and the host threat score data as a layered detection score in a database, wherein the layered detection score is generated by comprising:
combining a first detection certainty score data for a first detection type and a second detection certainty score data for a second detection type into a combined host certainty score;
combining a first detection threat score for the first detection type and a second detection threat score for the second detection type into a combined host threat score; and
combining the combined host certainty score with the combined host threat score.
12. The system of claim 11 , in which the program code instructions further comprises program code to generate detection certainty score data that corresponds to a confidence that one or more computer contaminant detections are valid.
13. The system of claim 12 , wherein the host certainty score data is generated based at least in part on the detection certainty score data.
14. The system of claim 12 , wherein detection certainty score data older than an expiration limit is expired.
15. The system of claim 11 , in which the program code instructions further comprises program code to generate detection threat score data that corresponds to a potential harm from the one or more computer contaminants.
16. The system of claim 15 , wherein the host threat score data is generated based at least in part on the detection threat score data.
17. The system of claim 11 , wherein the network traffic is received passively through a network switch.
18. The method of claim 11 , wherein detection certainty score data comprises of combining individual instances of detections for contaminants of a same type.
19. The method of claim 11 , wherein detection threat score data comprises of combining individual instances of detections for contaminants of a same type.
20. The method of claim 11 , wherein the layered detection score is generated based at least in part on analyzing an effect of the host threat score data and host certainty over time.
21. A computer program product embodied on a non-transitory computer readable medium, the non-transitory computer readable medium having stored thereon a sequence of instructions which, when executed by a processor causes the processor to execute a method for generating layered host scores, the method comprising:
identifying one or more computer contaminate detections by analyzing one or more session datasets, the session datasets corresponding to network traffic from a plurality of hosts;
generating host certainty score data that corresponds to a confidence that a host is compromised by one or more computer contaminants;
generating host threat score data that corresponds to a potential harm from the one or more computer contaminants compromising the host; and
storing the host certainty score data and the host threat score data as a layered detection score in a database, wherein the layered detection score is generated by comprising:
combining a first detection certainty score data for a first detection type and a second detection certainty score data for a second detection type into a combined host certainty score;
combining a first detection threat score for the first detection type and a second detection threat score for the second detection type into a combined host threat score; and
combining the combined host certainty score with the combined host threat score.
22. The computer program product of claim 21 , wherein the non-transitory computer readable medium further comprises instructions which, when executed by the processor, causes the processor to execute the method further comprising: generating detection certainty score data that corresponds to a confidence that one or more computer contaminant detections are valid.
23. The computer program product of claim 22 , wherein the host certainty score data is generated based at least in part on the detection certainty score data.
24. The computer program product of claim 22 , wherein detection certainty score data older than an expiration limit is expired.
25. The computer program product of claim 21 , wherein the non-transitory computer readable medium further comprises instructions which, when executed by the processor, causes the processor to execute the method further comprising: generating detection threat score data that corresponds to a potential harm from the one or more computer contaminants.
26. The computer program product of claim 25 , wherein the host threat score data is generated based at least in part on the detection threat score data.
27. The computer program product of claim 21 , wherein the network traffic is received passively through a network switch.
28. The method of claim 21 , wherein detection certainty score data comprises of combining individual instances of detections for contaminants of a same type.
29. The method of claim 21 , wherein detection threat score data comprises of combining individual instances of detections for contaminants of a same type.
30. The method of claim 21 , wherein the layered detection score is generated based at least in part on analyzing an effect of the host threat score data and host certainty over time.