Intelligent agents for real time data mining in telecommunications networks

Luis E. Rocha-Mier, Leonid Sheremetov, Lidar Batyrshin

Producción científica: Capítulo del libro/informe/acta de congresoContribución a la conferenciarevisión exhaustiva

6 Citas (Scopus)

Resumen

Over the last years, the data generated in Telecommunications Networks has reached unmanageable limits of information. Data Mining (DM) techniques have showed their advantages on helping to manage this information and transforming it in useful knowledge. However, due to the dynamics of the environment of Telecommunications Networks, the simple application or adaptation of DM techniques is not enough to obtain timely a deeper knowledge. In this paper, this problem is addressed by applying DM techniques in real time. First, we propose a methodology taking into account all the processes involved in transforming telecommunications data into information, and finally to knowledge. Second, we propose a framework for the utilization of Intelligent Agents to help the process of DM in real time. To illustrate our approach, we describe a real-life case study based on the integration of Intelligent Agents and DM technologies for obtaining in real time knowledge that is critical for managing telecommunication networks.

Idioma originalInglés
Título de la publicación alojadaAutonomous Intelligent Systems
Subtítulo de la publicación alojadaAgents and Data Mining - Second International Workshop, AIS-ADM 2007, Proceedings
EditorialSpringer Verlag
Páginas138-152
Número de páginas15
ISBN (versión impresa)9783540728382
DOI
EstadoPublicada - 2007
Publicado de forma externa
Evento2nd International Workshop Autonomous Intelligent Systems: Agents and Data Mining, AIS-ADM 2007 - St. Petersburg, Federación de Rusia
Duración: 3 jun. 20075 jun. 2007

Serie de la publicación

NombreLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volumen4476 LNAI
ISSN (versión impresa)0302-9743
ISSN (versión digital)1611-3349

Conferencia

Conferencia2nd International Workshop Autonomous Intelligent Systems: Agents and Data Mining, AIS-ADM 2007
País/TerritorioFederación de Rusia
CiudadSt. Petersburg
Período3/06/075/06/07

Huella

Profundice en los temas de investigación de 'Intelligent agents for real time data mining in telecommunications networks'. En conjunto forman una huella única.

Citar esto