Basic statistics. New Age International, 2006. ,
Outlier Analysis, 2016. ,
Event detection in time series of mobile communication graphs, Army science conference, pp.77-79, 2010. ,
Graph based anomaly detection and description: a survey, Data mining and knowledge discovery, vol.29, issue.3, pp.626-688, 2015. ,
Com2: fast automatic discovery of temporal ('comet') communities, Pacific-Asia Conference on Knowledge Discovery and Data Mining, pp.271-283, 2014. ,
Network application profiling with traffic causality graphs, International Journal of Network Management, vol.24, issue.4, pp.289-303, 2014. ,
A signal analysis of network traffic anomalies, Proceedings of the 2nd ACM SIGCOMM Workshop on Internet measurment, pp.71-82, 2002. ,
An algebraic approach to temporal network analysis based on temporal quantities, Social Network Analysis and Mining, vol.6, issue.1, p.28, 2016. ,
Netsimile: A scalable approach to size-independent network similarity, 2012. ,
Seven years and one day: Sketching the evolution of internet traffic, INFOCOM 2009, pp.711-719, 2009. ,
URL : https://hal.archives-ouvertes.fr/ensl-00290756
Timevarying graphs and dynamic networks, International Journal of Parallel, Emergent and Distributed Systems, vol.27, issue.5, pp.387-408, 2012. ,
URL : https://hal.archives-ouvertes.fr/hal-00847001
Autopart: Parameter-free graph partitioning and outlier detection, European Conference on Principles of Data Mining and Knowledge Discovery, pp.112-124, 2004. ,
Anomaly detection: A survey, ACM computing surveys (CSUR), vol.41, issue.3, p.15, 2009. ,
Community-based anomaly detection in evolutionary networks, Journal of Intelligent Information Systems, vol.39, issue.1, pp.59-85, 2012. ,
Community mining on dynamic weighted directed graphs, Proceedings of the 1st ACM international workshop on Complex networks meet information & knowledge management, pp.11-18, 2009. ,
, Sedanspot: Detecting anomalies in edge streams. ICDM. IEEE, 2018.
Mawilab: combining diverse anomaly detectors for automated anomaly labeling and performance benchmarking, Proceedings of the 6th International COnference, 2010. ,
URL : https://hal.archives-ouvertes.fr/ensl-00552071
Procedures for detecting outlying observations in samples, Technometrics, vol.11, issue.1, pp.1-21, 1969. ,
Community trend outlier detection using soft temporal pattern mining, Joint European Conference on Machine Learning and Knowledge Discovery in Databases, pp.692-708, 2012. ,
Integrating community matching and outlier detection for mining evolutionary community outliers, Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining, pp.859-867, 2012. ,
Data mining: concepts and techniques, 2011. ,
, Network traffic anomaly detection, 2014.
Eigenspace-based anomaly detection in computer systems, Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining, pp.440-449, 2004. ,
Detecting anomalous traffic using communication graphs, Telecommunications: The Infrastructure for the 21st Century (WTC), pp.1-6, 2010. ,
An internet traffic data repository: The architecture and the design policy, INET'99 Proceedings, 1999. ,
Diagnosing network-wide traffic anomalies, ACM SIGCOMM Computer Communication Review, vol.34, pp.219-230, 2004. ,
Detecting events in the dynamics of ego-centred measurements of the internet topology, Journal of Complex Networks, vol.2, issue.1, pp.38-59, 2013. ,
Stream graphs and link streams for the modeling of interactions over time, 2017. ,
URL : https://hal.archives-ouvertes.fr/hal-01665084
Data mining approaches for intrusion detection, USENIX Security Symposium, pp.79-93, 1998. ,
Non-altering time scales for aggregation of dynamic networks into series of graphs, Computer Networks, vol.148, pp.108-119, 2019. ,
Fast memory-efficient anomaly detection in streaming heterogeneous graphs, Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp.1035-1044, 2016. ,
A taxonomy of anomalies in backbone network traffic, Wireless Communications and Mobile Computing Conference (IWCMC), pp.30-36, 2014. ,
Netspot: Spotting significant anomalous regions on dynamic networks, Proceedings of the 2013 SIAM International Conference on Data Mining, pp.28-36, 2013. ,
Detecting outliers when fitting data with nonlinear regression-a new method based on robust nonlinear regression and the false discovery rate, BMC bioinformatics, vol.7, issue.1, 2006. ,
Web graph similarity for anomaly detection, Journal of Internet Services and Applications, vol.1, issue.1, pp.19-30, 2010. ,
Anomaly detection in time series of graphs using arma processes, Asor Bulletin, vol.24, issue.4, 2005. ,
Numerical recipes in c: The art of scientific computing, 1992. ,
A scalable approach for outlier detection in edge streams using sketchbased approximations, Proceedings of the 2016 SIAM International Conference on Data Mining, pp.189-197, 2016. ,
Anomaly detection in dynamic networks: a survey ,
, Wiley Interdisciplinary Reviews: Computational Statistics, vol.7, issue.3, pp.223-247, 2015.
Sensitivity of pca for traffic anomaly detection, ACM SIGMETRICS Performance Evaluation Review, vol.35, issue.1, pp.109-120, 2007. ,
Leveraging structural hierarchy for scalable network comparison, International Conference on Database and Expert Systems Applications, pp.287-302, 2016. ,
Quantification of network structural dissimilarities, Nature communications, vol.8, p.13928, 2017. ,
Graphscope: parameter-free mining of large time-evolving graphs, Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining, pp.687-696, 2007. ,
Discovering patterns of interest in ip traffic using cliques in bipartite link streams, Proceedings of the International Conference on Complex Networks (CompleNet), 2018. ,
URL : https://hal.archives-ouvertes.fr/hal-01665089
Power-law distributions in binned empirical data, The Annals of Applied Statistics, pp.89-119, 2014. ,
A unifying model for representing time-varying graphs, Data Science and Advanced Analytics (DSAA), 2015. 36678 2015. IEEE International Conference on, pp.1-10, 2015. ,
URL : https://hal.archives-ouvertes.fr/hal-01270367
Temporal reachability graphs, Proceedings of the 18th annual international conference on Mobile computing and networking, pp.377-388, 2012. ,
URL : https://hal.archives-ouvertes.fr/hal-01273067
A preliminary performance comparison of five machine learning algorithms for practical ip traffic flow classification, ACM SIGCOMM Computer Communication Review, vol.36, issue.5, pp.5-16, 2006. ,
Degree-based outliers detection within ip traffic modelled as a link stream, Network Traffic Measurement and Analysis Conference (TMA), pp.1-8, 2018. ,
URL : https://hal.archives-ouvertes.fr/hal-02085261
Behavior analysis of internet traffic via bipartite graphs and one-mode projections, IEEE/ACM Transactions on Networking, vol.22, pp.931-942, 2014. ,
On anomalous hotspot discovery in graph streams, IEEE 13th International Conference on, pp.1271-1276, 2013. ,