Honeypots
Honey Patterns Jan 24 2008 05:53PM
jaboltz bu edu
I wrote a paper for school while taking a course in network forensics
to show how network fornesics could be enhanced by honeypots or
honeynets.

I ended up with a section on patterns to describe the different ways
that honeypots could be deployed in a network environment - use with
IDS, forensics, deter and slow attackers, incident response, research,
etc.

I have attached both a Word and PDF document to share for the purposes
of research, scholarship and instruction in case anyone might be
interested.

Take care,
Jeff

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¬'äH`(HH¬'Honey Patterns
The following patterns are intended as a foundation for formal design patterns for the deployment of honeynets or honeypots. These patterns are in the format prescribed from the original Gang of Four (GoF) design patterns. They are intended to help frame and illustrate the deployment possibilities, scenarios and related issues in honeynet or honeypot deployment. Please note that some of the ?Also Known As? names might be a bit silly, and also the ?Structure? diagrams are draft only and might be described as my lame attempt at using set theory to help illustrate traffic analysis concepts. Some of the patterns are obvious and well-known, while others may be a bit new and require further research. The hope is that others will provide input and continually improve this effort. Additions, enhancements or other constructive revisions are encouraged and welcomed. This document is released in the public domain to promote scholarship, research and instructional purposes.
Pattern Name and Classification
Alert Reduction by Correlation Pattern
Intent
The intent of this pattern is to reduce the number of actionable alerts or false positives from network security devices by correlating data with a comparable honeypot. This pattern directly enhances detection capabilities. The basis of this assertion is that no legitimate packets should be in the honeypot or honeynet, therefore any packets detected should be investigated.
Also Known As
Alert Reducer Pattern, Work Saver Pattern, Cry Wolf Detector Pattern
Motivation (Forces)
Network forensics is difficult due to the large volume of data, the complexity of data communications and the ethereal nature of network data in motion and at rest. Network security devices such as IDS produce large volumes of data, many of which are false positives.
Applicability
This pattern is applicable to a network forensics or security strategy that would like to reduce the volume of actionable security device alerts. False positives are frustrating to deal with and may reduce the effectiveness of IDS and other related security devices.
Structure

N = the set of all network traffic
S = the set of all security device traffic
B = the set of all ?bad? traffic
H = the set of all honeynet traffic
S(H = the set shown in grey above is the set of security device data we are interested
S(H? = a set that is not covered in this pattern, but the related patterns Discovery and Feedback, and Testing and Corroboration
Participants
The participants in this pattern are any security devices such as IDS, SIEM, and firewall in tandem with a honeypot or honeynet.
Collaboration
Security device alerts are correlated with honeypot data. Simple data such as timestamp, source IP, source port, destination IP, destination port, and protocol are easy to gather, normalize and correlate.
Consequences
Sole use of this pattern may result in a narrow field of view. This pattern is necessary, but not sufficient in the context of a ?defense in depth? strategy.
Implementation
A centralized log database should be created to collect, normalize, store and correlate data from various network security devices and honeypots. The honeypot or honeynets should be placed in areas conducive to detection enhancement and be comparable to production systems.
Example
Examples can be found in several books and papers on honeypots and honeynets.
Known Uses
This pattern refers to the correlation of honeypot or honeynet data with security device data to reduce the number of actionable events or false positives.
Related Patterns
Discovery and Feedback, Testing and Corroboration (Assurance)

Pattern Name and Classification
Discovery and Feedback Pattern
Intent
The intent of this pattern is to discover new network security threats such as malware, botnets, and new attacker methods. This pattern enables organizations to find security threats before they are well known and publicized. This pattern directly enhances prevention capabilities.
Also Known As
Early Warning Pattern, Research Pattern
Motivation (Forces)
Network forensics is difficult due to the large volume of data, the complexity of data communications and the ethereal nature of network data in motion and at rest. False accepts are a serious problem; that is to say when malicious packets are accepted as OK then this is a serious security hole. Zero day exploits are getting air time in the media, and represent a serious threat.
Applicability
This pattern is applicable to a network forensics strategy that has matured past a reactionary mode and is engaged in actively seeking new threats in order to better prepare and respond to them.
Structure


N = the set of all network traffic
S = the set of all security device traffic
B = the set of all ?bad? traffic
H = the set of all honeynet traffic
B ? (S(H) shown in grey above is the set of security device data we are interested in as this represents bad items that are going un detected. These represent false accepts ? perhaps one of the most dangerous statistical errors.
Participants
The participants in this pattern are any security devices such as IDS, SIEM, and firewall in tandem with a honeypot or honeynet and ancillary support services.
Collaboration
Network security devices such as IDS, firewall, and syslog in conjunction with a honeynet or honeypot correlation play a role in this pattern.
Consequences
The consequences of this pattern are that implementers will need to have an in depth knowledge of their networks as well as the time to plan, deploy, maintain, monitor and manage the extra work. The other consequence could be better security.
Implementation
Location plays a key role in the success of the honeypot or honeynet deployment. In this case, all locations are fair game, but for different reasons. A sensor in the DMZ would help to discover new worms and new external attacker methods while a sensor in the internal network would help discover the really good external attacker methods as well as any internal threats, such as consultants.
Example
An example of this would be the Honeynet project.
Known Uses
REN-ISAC, the Honeynet project and several other academic-oriented projects have focused on this research angle.
Related Patterns
Discovery and Feedback, Testing and Corroboration (Assurance)
Pattern Name and Classification
Testing and Corroboration (Assurance) Pattern
Intent
The intent of this pattern is to help provide assurance that network security and network forensics devices are functioning as expected. This pattern directly enhances prevention and detection efforts.
Also Known As
Assurance Pattern, Security Baseline Checker Pattern, Sleep Better at Night Pattern
Motivation (Forces)
Network forensics involves numerous complex devices such as IDS, firewall, etc. These devices are managed and run by humans and are thus prone to configuration errors. A miss-configuration could lead to false accepts or other activity that should be seen and understood going undetected. It is one thing to deploy something, but another to deploy, test, verify and validate the deployment.
Applicability
This pattern is applicable to a network forensics strategy that seeks to provide assurance that the existing security posture is configured and operating as expected. This could be for a mature program as well as a heavily-regulated industry that needs to provide audit and regulatory assurance.
Structure

N = the set of all network traffic
S = the set of all security device traffic
B = the set of all ?bad? traffic
H = the set of all honeynet traffic
B(H(S = the set shown in grey above to confirm that our security device configurations are working as expected. We don?t want one to get past the goalie.
Participants
The participants in this pattern are any security devices such as IDS, SIEM, and firewall in tandem with a honeypot or honeynet. We should not see packets that are supposed to be blocked or have packets go undetected that should be alerted.
Collaboration
The security device configuration is tested with support from the honeynet.
Consequences
This pattern requires a deep understanding of the network and related security settings. As with any deployment, there are on-going maintenance and support issues.
Implementation
This type of implementation should mirror and be placed behind the system that is to be tested.
Example
Suppose we would like to test our internal firewall. We could deploy a honeynet on the collision domain served by the internal firewall with alerting on the items the firewall is NOT supposed to allow. Any alert would therefore be evidence that the firewall rule set is suspect
Known Uses
None known at this time.
Related Patterns
Discovery and Feedback
Pattern Name and Classification
Timeline Creation Pattern
Intent
The intent of this pattern is to enhance timeline creation abilities during and after and event.
Also Known As
The What Happened Pattern, The Coroner Pattern, The Gus Grissom Pattern
Motivation (Forces)
Network forensics is difficult due to the large volume of data, the complexity of data communications and the ethereal nature of network data in motion and at rest. This pattern directly enhances response capabilities.
Applicability
This pattern is applicable to a network forensics strategy that seeks to enhance incident response practices.
Structure

N = the set of all network traffic
B = the set of all ?bad? traffic
H = the set of all honeynet traffic
The area in grey is the data we are trying to correlate and create a time-line
Participants
The participants in this pattern are any security devices such as IDS, SIEM, and firewall in tandem with a honeypot or honeynet with any ancillary sensors or collection devices.
Collaboration
This pattern will utilize data correlated from the honeypot or honeynet to any security device capture.
Consequences
This pattern requires up-front planning and a deep understanding of existing network topologies. Proper documentation and assignment of duties as well as adequate testing to verify and validate is essential.
Implementation
Deploy a honeynet or honeypot to mirror the systems you would like to enhance timeline creation abilities for.
Example
No examples known ? opportunity for further development.
Known Uses
None known uses at this time ? opportunity for further research.
Related Patterns
Incident Response Pattern.
Pattern Name and Classification
Deter and Slow Pattern
Intent
The intent of this pattern is to slow the advance of malware propagation and to slow and or deter an attacker. This additional time will allow for increased detection probability and allows for device fine tuning and calibration, and remediation activities. This pattern directly enhances detection capabilities.
Also Known As
Tar Pit Pattern, Minefield Pattern, Barbed Wire Pattern, Shock and Awe Pattern
Motivation (Forces)
Network forensics is difficult due to the large volume of data, the complexity of data communications and the ethereal nature of network data in motion and at rest. Every day newer and faster threats are on the Internet ? zero day exploits, new worms, polymorphic viruses are released faster than vendors can distribute patches and alerts.
Applicability
This pattern is applicable to a network forensics strategy that seeks to slow the propagation of malware, and to slow and deter attackers in order to better prepare to rapidly adapt and prevent attacks. Some would argue that the presence of well-deployed honeypots or honeynets is a sign of a well-monitored network. If an attacker observes that he is in a honeypot, he may feel that he is not sure if he is attacking a legitimate production system or a honeypot.
Structure

N = the set of all network traffic
S = the set of all security device traffic
B = the set of all ?bad? traffic
H = the set of all honeynet traffic
Participants
The participants in this pattern are any security devices such as IDS, SIEM, and firewall in tandem with a honeypot or honeynet.
Collaboration
Security devices collaborate with the honeynet.
Consequences
This pattern requires an in-depth knowledge of your network and the development of a deter and slow strategy that best fits your information security program
Implementation
One of the key factors is honeypot or honeynet placement. As discussed earlier in this paper, there are appropriate locations for prevention, detection, and response. In order to slow malware propagation, a special honeypot or honeynet should be deployed in the DMZ.
Example
This pattern is used by tar pit honeypot or honeynet deployments.
Known Uses
This pattern is used in several tar pit honeypots such as Labrea. Honeyd and others can be configured to function as a tar pit as well.
Related Patterns
Trend Analysis Pattern
Pattern Name and Classification
Trend Analysis Pattern
Intent
The intent of this pattern is to identify the top areas of concern for a network forensics program. Trend data such as source IPs, source port, destination IP, destination port, protocols, etc. are all useful to learn where threats are coming from. This pattern directly enhances prevention capabilities
Also Known As
Statistics Pattern, Research Pattern, Know Your Enemy Pattern
Motivation (Forces)
Network forensics is difficult due to the large volume of data, the complexity of data communications and the ethereal nature of network data in motion and at rest. This pattern would be used by a security program that seeks to better understand threat sources. In addition, security device companies such as IDS manufacturers might use this pattern to develop new signature or behavior files.
Applicability
This pattern is applicable to a network forensics strategy that seeks to go beyond a reactionary mode and tries to pro actively seek out, identify, analyze and prepare for new threat sources and manage related vulnerabilities
Structure

N = the set of all network traffic
S = the set of all security device traffic
B = the set of all ?bad? traffic
H = the set of all honeynet traffic
Participants
The participants in this pattern are any security devices such as IDS, SIEM, and firewall in tandem with a honeypot or honeynet.
Collaboration
Security devices collaborate with
Consequences
This pattern may have dangerous consequences. On one hand, the data about external threat sources is valuable. On the other hand, if you deploy this outside of your firewall, you may become a target for attackers and their friends.
Implementation
This pattern has been implemented by several projects illustrated in books and various papers on honeypots and honeynets.
Example
REN-ISAC, The Cymru Darknet Project, The Honeynet Project
Known Uses
REN-ISAC statistics pages
Related Patterns
Discovery and Feedback
Pattern Name and Classification
Incident Response Pattern
Intent
The intent of this pattern is to provide a template for using honeypots or honeynets to enhance the incident response process. This pattern directly enhances incident response capabilities.
Also Known As
The Fire Drill Pattern, Comfortable Response Pattern
Motivation (Forces)
Network forensics is difficult due to the large volume of data, the complexity of data communications and the ethereal nature of network data in motion and at rest. During an incident, most organizations prefer to restore service first, and then find out what happened later. During an incident, there is not desire and no time to take a production system off-line to perform an adequate job of ascertaining what the cause of the incident was. Since honeypots or honeynets have no production value, they have the luxury of being able to be taken off-line for full forensic analysis.
Applicability
This pattern is applicable to a network forensics strategy that seeks to avoid the business as usual response to restore service now, find out what happened later syndrome.
Structure

N = the set of all network traffic
S = the set of all security device traffic
B = the set of all ?bad? traffic
H = the set of all honeynet traffic
Participants
The participants in this pattern are any ?compromised? honeypots or honeynets.
Collaboration
All network security devices, syslogs etc involved in the incident will participate.
Consequences
The consequences of implementing this pattern are an improved understanding of what happened during an incident and allows for a more effective response. This pattern may also lead to more effective evidence preservation and be interesting to law enforcement.
Implementation
This pattern is designed to enhance the ability to respond to incidents. The honeypot or honeynet should be set up in such a fashion to mirror comparable production systems. For example, if you wanted to have incident response capabilities for a Web environment, the honeypots should be set up in the DMZ and be configured the same as the production systems.
Example
No known current examples ? opportunity for further development.
Known Uses
No known current uses ? opportunity for further research.
Related Patterns
Timeline Creation Pattern

References
[1] P.T. Chen , C.S. Laih , F. Pouget , M. Dacier, 2005, Comparative Survey of Local Honeynet Sensors to Assist Network Forensics, IEEE  HYPERLINK "http://csdl2.computer.org/dl/proceedings/sadfe/2005/2478/00/24780120.pd
f" http://csdl2.computer.org/dl/proceedings/sadfe/2005/2478/00/24780120.p
df

[2] Frederic Raynal, Yann Berthier, Philippe Biondi, Danielle Kaminsky, "Honeynet Forensics Part I: Analyzing the Network," IEEE Security and Privacy, vol. 02,  no. 4,  pp. 72-78,  July-August,  2004

[3] Anjali Sardana, Krishan Kumar, R. C. Joshi, "Detection and Honeynet Based Redirection to Counter DDoS Attacks in ISP Domain," ias, pp. 191-196,  Third International Symposium on Information Assurance and Security,  2007

[4] Ren, W., & Jin, H. (2005). Honeynet based distribution adaptive network
forensics and active real time investigation. Paper presented at the 2005
ACM Symposium on Applied Computing (SAC ?05), Santa Fe, New Mexico.

[5] Sadasivam, K., Samudrala, K., & Yang, T. (2005). Design of network security projects using honeynets. Journal of Computing Sciences in Colleges,
20(4), 282-293.

[6] Team Cymru Darknet Project,  HYPERLINK "http://www.cymru.com/Darknet/" http://www.cymru.com/Darknet/

[7] Spitzner, Lance, Honeynets, Pearson Education, 2003.

[8] Provos, Niels, Holz, Thorsten, Virtual Honeynets, From Botnet Tracking to Intrusion Detection, Pearson Education, 2007

[9] Ed Skoudis, Steven Northcutt, SANS Security 504, Hacker Techniques, Exploits & Incident Handling (2007)

[10] Know Your Enemy, Learning about Security Threats, Pearson Education, 2004

[11] Niels Provos, A Virtual Honeypot Framework, Center for Information Technology Integration of the University of Michigan, Proceedings of the 13th conference on USENIX Security Symposium - Volume 13 (2004)

[12] Developments of the Honeyd Virtual Honeypot, http://www.honeyd.org/

[13] Yong Tang, HuaPing Hu, XiCheng Lu, Jie Wang, HonIDS: Enhancing Honeypot System with Intrusion Detection Models, IEEE, (2006)

[14] Professor James Burrell, Boston University Metropolitan College: MET 703 Network Forensics, Fall Semester 2007.

 ?Often referred to as the GoF, or Gang-Of-Four (because of the four authors who wrote it), Design Patterns: Elements of Reusable Object-Oriented Software ( HYPERLINK "http://en.wikipedia.org/w/index.php?title=Special:Booksources&isbn=0201
633612" ISBN 0-201-63361-2) is a  HYPERLINK "http://en.wikipedia.org/wiki/Software_engineering" \o "Software engineering" software engineering book describing recurring solutions to common problems in software design. The book's authors are  HYPERLINK "http://en.wikipedia.org/wiki/Erich_Gamma" \o "Erich Gamma" Erich Gamma,  HYPERLINK "http://en.wikipedia.org/wiki/Richard_Helm" \o "Richard Helm" Richard Helm,  HYPERLINK "http://en.wikipedia.org/wiki/Ralph_Johnson" \o "Ralph Johnson" Ralph Johnson, and  HYPERLINK "http://en.wikipedia.org/wiki/John_Vlissides" \o "John Vlissides" John Vlissides. The book is divided into two parts, with the first two chapters exploring the capabilities and pitfalls of object-oriented programming, and the remaining chapters describing a series of classic  HYPERLINK "http://en.wikipedia.org/wiki/Design_pattern_%28computer_science%29" \o "Design pattern (computer science)" software design patterns. The book includes examples in  HYPERLINK "http://en.wikipedia.org/wiki/C%2B%2B" \o "C++" C++ and  HYPERLINK "http://en.wikipedia.org/wiki/Smalltalk" \o "Smalltalk" Smalltalk.? http://en.wikipedia.org/wiki/Design_Patterns



Jeffrey Boltz
jaboltz (at) acm (dot) org [email concealed]
Honey Patterns
January 23, 2008 -  PAGE 1 -

This work is hereby released into the Public Domain. To view a copy of the public domain dedication, visit http://creativecommons.org/licenses/publicdomain/ or send a letter to Creative Commons, 171 Second Street, Suite 300, San Francisco, California, 94105, USA.



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