Outlier detection for high dimensional data, SIGMOD Records, vol.30, pp.37-46, 2001. ,

Cardwatch: A neural network based database mining system for credit card fraud detection, IEEE Computational Intelligence for Financial Engineering, 1997. ,

, Detecting novel network intrusions using bayes estimators, 1st SIAM Conference on Data Mining, 2001.

Outliers in statistical data, 1994. ,

, BACON: blocked adaptive computationally efficient outlier nominators. Computational Statistics and Data Analysis, Lof: identifying density-based local outliers. SIGMOD Records, vol.34, pp.93-104, 2000.

Unsupervised anomaly detection with unlabeled data using clustering, ACM Computing Surveys, 2005. ,

, Data mining for network intrusion detection, NSF Workshop on Next Generation Data Mining, 2002.

, A local density based spatial clustering algorithm with noise, IEEE International Conference on Systems, Man and Cybernetics, 2004.

, A geometric framework for unsupervised anomaly detection: Detecting intrusions in unlabeled data, 2002.

, A density-based algorithm for discovering clusters in large spatial databases with noise, 2nd International Conference on Knowledge Discovery and Data Mining, 1996.

, A nonparametric outlier detection for effectively discovering top-n outliers from engineering data, Pacific-Asia conference on knowledge discovery and data mining, 2006.

, An approach to spacecraft anomaly detection problem using kernel feature space, 11th ACM SIGKDD international conference on Knowledge discovery in data mining, 2005.

Discovering cluster-based local outliers, Pattern Recognition Letters, p.24, 2003. ,

A survey of outlier detection methodologies, Artificial Intelligence Review, p.22, 2004. ,

, Mining top-n local outliers in large databases, 7th ACM SIGKDD international conference on Knowledge discovery and data mining, pp.293-298, 2001.

, , 2004.

, Adaptive clustering for network intrusion detection, 8th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining, vol.3056, pp.255-259

Algorithms for mining distance-based outliers in large datasets, 24rd International Conference on Very Large Data Bases, pp.392-403, 1998. ,

Unsupervised anomaly detection in network traffic by means of robust pca, International Multi-Conference on Computing in the Global Information Technology, 2007. ,

, A comparative study of anomaly detection schemes in network intrusion detection, 3rd SIAM International Conference on Data Mining, 2003.

Data mining approaches for intrusion detection, 7th conference on USENIX Security Symposium, 1998. ,

Information-theoretic measures for anomaly detection, IEEE Symposium on Security and Privacy, 2001. ,

Collaborative distributed intrusion detection, Columbia Unviersity Technical Report, 2004. ,

Parameterless outlier detection in data streams, SAC, pp.1491-1495, 2009. ,

URL : https://hal.archives-ouvertes.fr/inria-00461827

A statistical method for profiling network traffic, 1st USENIX Workshop on Intrusion Detection and Network Monitoring, pp.119-128, 1999. ,

Novelty detection: a review -part 1: statistical approaches. Signal Processing, 9th ACM SIGKDD international conference on Knowledge discovery and data mining, vol.83, pp.723-728, 2003. ,

LOCI: fast outlier detection using the local correlation integral, 19th International Conference on Data Engineering, 2003. ,

An overview of anomaly detection techniques: Existing solutions and latest technological trends. Comput. Networks, 51, International Conference on Robust Statistics, 2005. ,

, Efficient algorithms for mining outliers from large data sets, ACM CSS Workshop on Data Mining Applied to Security, vol.29, pp.427-438, 1996.

, Detection, synthesis and compression in mammographic image analysis with a hierarchical image probability model, IEEE Workshop on Mathematical Methods in Biomedical Image Analysis, 2001.

Probabilistic alert correlation, Recent Advances in Intrusion Detection, pp.54-68, 2001. ,

Unsupervised outlier detection and semi-supervised learning, Network and Distributed Security Symposium, p.14, 2003. ,