Data Mining in Telecommunications
نویسنده
چکیده
Telecommunication companies generate a tremendous amount of data. These data include call detail data, which describes the calls that traverse the telecommunication networks, network data, which describes the state of the hardware and software components in the network, and customer data, which describes the telecommunication customers. This chapter describes how data mining can be used to uncover useful information buried within these data sets. Several data mining applications are described and together they demonstrate that data mining can be used to identify telecommunication fraud, improve marketing effectiveness, and identify network faults.
منابع مشابه
Data Mining telecommunications network data for fault management and development testing
Applying Data Mining and Knowledge Discovery to complex industrial problems is an increasing trend. The authors have been involved in researching and applying data mining to fault management and development testing of high-speed telecommunications systems. This paper discusses the strategies undertaken for data mining these applications using Telecommunications Management Network (TMN) data.
متن کاملData Mining in the Telecommunications Industry
The telecommunications industry was one of the first to adopt data mining technology. This is most likely because telecommunication companies routinely generate and store enormous amounts of high-quality data, have a very large customer base, and operate in a rapidly changing and highly competitive environment. Telecommunication companies utilize data mining to improve their marketing efforts, ...
متن کاملParallel Data Mining of Bayesian Networks from Telecommunications Network Data
Global telecommunication systems are built with extensive redundancy and complex management systems to ensure robustness. Fault identi cation and management of this complexity is an open research issue with which data mining can greatly assist. This paper proposes a hybrid data mining architecture and a parallel genetic algorithm (PGA) applied to the mining of Bayesian Belief Networks (BBN) fro...
متن کاملمقایسه و رتبهبندی عملکرد مالی شرکتهای مخابرات استانی با رویکرد مدل جمعی تحلیل پوششی دادهها و روش کارایی متقاطع
Given the speedy increase of knowledge in today's world, companies have to resort to communication technology so that they may harmoniously adapt themselves with the ever-variating conditions this, in turn, leads to more and more investments in this technology in a rapid pace. This study takes Data Envelopment Analysis (DEA) model to evaluate the financial performance of the provincial telecomm...
متن کاملIntelligent Telecommunication Technologies
Telecommunication networks are extremely complex systems requiring high reliability and availability. The effective management of these networks is a critical, but complex, task. To help with this problem, the telecommunications industry has heavily invested in intelligent technologies. This chapter describes intelligent technologies and applications used within the telecommunications industry....
متن کاملA model for predicting attitude of desire to change based on components of spirituality in the workplace and organizational commitment in the oil pipelines and telecommunications company of Fars district
The purpose of this research was to investigate the effects of spirituality in the workplace component of desire to change the attitude according to the mediating role of organizational commitment. This research based on its goal is considered a practical research which consumed a descriptive and correlative research based on data gathering. The oil pipelines and telecommunications company of F...
متن کامل