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2009 •
Novelty detection in data stream mining denotes the identification of new or unknown situations in a stream of data elements flowing continuously in at rapid rate. This work is a first attempt of investigating the anomaly detection task in the (multi-)relational data mining. By defining a data block as the collection of complex data which periodically flow in the stream, a relational pattern base is incrementally maintained each time a new data block flows in. For each pattern, the time consecutive support values collected over the data blocks of a time window are clustered, clusters are then used to identify the novelty patterns which describe a change in the evolving pattern base. An application to the problem of detecting novelties in an Internet packet stream is discussed.
Data Mining and Knowledge Discovery
MINAS: multiclass learning algorithm for novelty detection in data streams2015 •
2009 •
We face the problem of novelty detection from stream data, that is, the identification of new or unknown situations in an ordered sequence of objects which arrive on-line, at consecutive time points. We extend previous solutions by considering the case of objects modeled by multiple database relations. Frequent relational patterns are efficiently extracted at each time point, and a time window is used to filter out novelty patterns. An application of the proposed algorithm to the problem of detecting anomalies in network traffic is described and quantitative and qualitative results obtained by analyzing real stream of data collected from the firewall logs are reported.
IEEE Transactions on Knowledge and Data Engineering
Evaluation of Multiclass Novelty Detection Algorithms for Data Streams2015 •
Proceedings of the ACM Symposium on Applied Computing
Novelty detection algorithm for data streams multi-class problems2013 •
2007 •
2015 •
Advances in Intelligent Systems and Computing
A Survey on Outlier Detection in the Context of Stream Mining: Review of Existing Approaches and Recommadations2017 •
International journal of engineering research and technology
Survey Paper on Various Challenges in Data Stream Mining2021 •
Anuario Colombiano de Historia Social y de la Cultura
Identidad, jerarquía y amargura tipográfica. Los trabajadores de la Imprenta del Estado de Antioquia, 1868-1887Journal of Pharmacy & Pharmacognosy Research
A comparative study of the chemical composition and antioxidant capacity of the essential oils from three species of Mentha cultivated in MoroccoBody and Cosmos: Studies in Early Indian Medical and Astral Sciences in Honor of Kenneth G. Zysk
Humoral Constitutions in the Carakasaṃhitā2021 •
Current Histor, November 2023
How Family History Helps Ukrainians Face the War2023 •
Museum of Byzantine Culture
The Allied Army of the Orient- Cities during war time: efforts to coverdietary requirements in Thessaloniki during World War I2020 •
Palaia pharmaka. La medicina in Sicilia dalla Preistoria al Medioevo
Medicina e ospitalità in età normanna, in "Palaia pharmaka. La medicina in Sicilia dalla Preistoria al Medioevo", Caltanissetta, Lussografica, 20232023 •
Asian-Australasian Journal of Animal Sciences
The Effect of Feeding Different Levels of Sardine Fish Silage on Broiler Performance, Meat Quality and Sensory Characteristics under Closed and Open-sided Housing Systems2010 •
Nonlinear Theory and Its Applications, IEICE
Applying reinforcement learning algorithms to ground station selection in satellite-terrestrial optical communicationProceedings of the International Symposium on Crystallography
X-Ray Diffraction Study of 9-BROMO-3-(TRICHLOROMETHYL)-3,3A,4,5,6,7,8,9-OCTAHYDROCYCLOOCTA[C]ISOXAZOL-3-OL2015 •
Angewandte Chemie
The High-Valent Compound of Cytochrome P450: The Nature of the Fe−S Bond and the Role of the Thiolate Ligand as an Internal Electron Donor2001 •
Proceedings of SPIE
Real-time photoacoustic flow cytography and photothermolysis of single circulating melanoma cells in vivo2017 •
Journal of Thermal Analysis
Combined thermal and structural study of some egyptian bentonitic clays1996 •
Community and Interculturality in Dialogue
Community intervention on oral cancer in high risk patientsNephrology Dialysis Transplantation
Assessment of renal function in recently admitted critically ill patients with normal serum creatinine2005 •
Journal of Nutrition Education and Behavior
The Smarter Lunchrooms Randomized Controlled Trial: 2014-2015 Process Evaluation Results2016 •
Pourquoi quand qui comment évangéliser
L'évangélisation sous toutes ses formes2024 •