TY - GEN
T1 - Intelligent agents for real time data mining in telecommunications networks
AU - Rocha-Mier, Luis E.
AU - Sheremetov, Leonid
AU - Batyrshin, Lidar
PY - 2007
Y1 - 2007
N2 - 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.
AB - 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.
KW - Intelligent agents
KW - Real-time data mining
KW - Telecommunications networks
UR - http://www.scopus.com/inward/record.url?scp=38049170543&partnerID=8YFLogxK
U2 - 10.1007/978-3-540-72839-9_12
DO - 10.1007/978-3-540-72839-9_12
M3 - Contribución a la conferencia
SN - 9783540728382
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 138
EP - 152
BT - Autonomous Intelligent Systems
PB - Springer Verlag
T2 - 2nd International Workshop Autonomous Intelligent Systems: Agents and Data Mining, AIS-ADM 2007
Y2 - 3 June 2007 through 5 June 2007
ER -