Protecting Networks Is Just a Game
EurekAlert (07/27/11)
A defensive strategy for computer networks based on game theory is more effective than previous methods, says Iona College information technologist Heechang Shin, who developed an anti-hacking tool that plays a game of reality versus forecast. Called defensive forecasting, the tool wins when reality matches its forecast, and then sends out an alert to block an attempt to attack the computer network. The tool works on real-time data flowing in and out of the network, rather than analyzing logs, and detects intrusions as they are happening. Shin's game theory model continuously trains the tool so that it can recognize the patterns of typical network attacks. To measure the effectiveness of the tool, Shin compared it using the semi-synthetic dataset generated from a raw TCP/IP dump data by simulating a typical U.S. Air Force local-area network to a network intrusion system based on a support vector machine (SVM), which is one of the best classification methods for detection. During testing, the tool was as good or better than one based on SVM for detecting network intrusion while adding the benefits of real-time detection.
Wednesday, July 27, 2011
Blog: Protecting Networks Is Just a Game
Subscribe to:
Post Comments (Atom)
Blog Archive
-
►
2012
(35)
- ► April 2012 (13)
- ► March 2012 (16)
- ► February 2012 (3)
- ► January 2012 (3)
-
▼
2011
(118)
- ► December 2011 (9)
- ► November 2011 (11)
- ► October 2011 (7)
- ► September 2011 (13)
- ► August 2011 (7)
-
▼
July 2011
(13)
- Blog: Protecting Networks Is Just a Game
- Blog: Crowdsourced Online Learning Gives Robots Hu...
- Blog: Sandia's CANARY Software Protects Water Util...
- Blog: Minority Rules: Scientists Discover Tipping ...
- Blog: Cornell Computers Spot 'Opinion Spam'
- Blog: Prof Says Tech Entering the Age of the Algor...
- Blog: Caltech Researchers Create the First Artific...
- Blog: Internet's Memory Effects Quantified in Comp...
- Blog: Machines to Compare Notes Online?
- Blog: Swarms of Locusts Use Social Networking to C...
- Blog: Computer Learns Language By Playing Games
- Blog: Cracking the Code of the Mind
- Blog: A Futures Market for Computer Security
- ► April 2011 (8)
- ► March 2011 (11)
- ► February 2011 (12)
- ► January 2011 (15)
-
►
2010
(183)
- ► December 2010 (16)
- ► November 2010 (15)
- ► October 2010 (15)
- ► September 2010 (25)
- ► August 2010 (19)
- ► April 2010 (21)
- ► March 2010 (7)
- ► February 2010 (6)
- ► January 2010 (6)
-
►
2009
(120)
- ► December 2009 (5)
- ► November 2009 (12)
- ► October 2009 (2)
- ► September 2009 (3)
- ► August 2009 (16)
- ► April 2009 (4)
- ► March 2009 (20)
- ► February 2009 (9)
- ► January 2009 (19)
-
►
2008
(139)
- ► December 2008 (15)
- ► November 2008 (16)
- ► October 2008 (17)
- ► September 2008 (2)
- ► August 2008 (2)
- ► April 2008 (12)
- ► March 2008 (25)
- ► February 2008 (16)
- ► January 2008 (6)
-
►
2007
(17)
- ► December 2007 (4)
- ► November 2007 (4)
- ► October 2007 (7)
Blog Labels
- research
- CSE
- security
- software
- web
- AI
- development
- hardware
- algorithm
- hackers
- medical
- machine learning
- robotics
- data-mining
- semantic web
- quantum computing
- Cloud computing
- cryptography
- network
- EMR
- search
- NP-complete
- linguistics
- complexity
- data clustering
- optimization
- parallel
- performance
- social network
- HIPAA
- accessibility
- biometrics
- connectionist
- cyber security
- passwords
- voting
- XML
- biological computing
- neural network
- user interface
- DNS
- access control
- firewall
- graph theory
- grid computing
- identity theft
- project management
- role-based
- HTML5
- NLP
- NoSQL
- Python
- cell phone
- database
- java
- open-source
- spam
- GENI
- Javascript
- SQL-Injection
- Wikipedia
- agile
- analog computing
- archives
- biological
- bots
- cellular automata
- computer tips
- crowdsourcing
- e-book
- equilibrium
- game theory
- genetic algorithm
- green tech
- mobile
- nonlinear
- p
- phone
- prediction
- privacy
- self-book publishing
- simulation
- testing
- virtual server
- visualization
- wireless
No comments:
Post a Comment