View source for Survey of results in IDS literature

Formatted as <i>Title - Year (# of Citations - # of self Citations)</i>

Intrusion Detection Evaluation:
* [http://portal.acm.org/citation.cfm?id=1128817.1128834&coll=DL&dl=GUIDE&CFID=12755167&CFTOKEN=56834663 Measuring intrusion detection capability: an information-theoretic approach] - 2006 (10-2) 
** Provides an in-depth analysis of traditional metrics.
** A ratio between the input and output to the entropy of the input
* [http://www.springerlink.com.proxy.library.carleton.ca/content/y5454637051v1t21/fulltext.pdf Conceptual Analysis of Intrusion Alarms] - 2005 (n/a)
** Models alarm correlation techniques as an information retrieval problem.

Identifying and Reducing False Alarms:
* Intrusion detection alarms reduction using root cause analysis and clustering - 2009 (n/a)
* Identifying false alarm for network intrusion detection system using data mining and decision tree - 2008 (n/a)
* A memory-based learning approach to reduce false alarms in intrusion detection - 2005 (n/a)
* An improved technique for reducing false alarms due to soft errors - 2006 (1-1)
* False positives reduction via intrusion alert quality framework - 2005 (n/a)
* Minimizing False Alarms on Intrusion Detection for Wireless Sensor Networks in Realistic Environments - 2008 (n/a)
* A use of Bayes' theorem for insight of false alarm rates - 2007 (n/a)
* The Problem of False Alarms: Evaluation with Snort and DARPA 1999 Dataset - 2008 (n/a)

Machine Learning Approaches:
* Detecting Web-Based Attacks by Machine Learning - 2009 (n/a)
* Semi-supervised Learning for False Alarm Reduction - 2010 (n/a)

Others:
* An adaptive automatically tuning intrusion detection system - 2008 (n/a)
* Design of multiple-level hybrid classifier for intrusion detection system using Bayesian clustering and decision trees - 2008 (n/a)