Memorias de investigación
Ponencias en congresos:
A Telecom Analytics Framework for Dynamic Quality of Service Management
Año:2014
Áreas de investigación
  • Tecnología electrónica y de las comunicaciones,
  • Ciencias de la computación y tecnología informática
Datos
Descripción
Since the beginning of Internet, Internet Service Providers (ISP) have seen the need of giving to users? traffic different treatments defined by agree- ments between ISP and customers. This procedure, known as Quality of Service Management, has not much changed in the last years (DiffServ and Deep Pack-et Inspection have been the most chosen mechanisms). However, the incremen-tal growth of Internet users and services jointly with the application of recent Ma- chine Learning techniques, open up the possibility of going one step for-ward in the smart management of network traffic. In this paper, we first make a survey of current tools and techniques for QoS Management. Then we intro-duce clustering and classifying Machine Learning techniques for traffic charac-terization and the concept of Quality of Experience. Finally, with all these com-ponents, we present a brand new framework that will manage in a smart way Quality of Service in a telecom Big Data based scenario, both for mobile and fixed communications.
Internacional
Si
Nombre congreso
First International Workshop on Big Data Applications and Principles
Tipo de participación
960
Lugar del congreso
Madrid, Spain
Revisores
Si
ISBN o ISSN
84-15302-94-0
DOI
Fecha inicio congreso
11/09/2014
Fecha fin congreso
12/09/2014
Desde la página
103
Hasta la página
134
Título de las actas
Proceedings First International Workshop on Big Data Applications and Principles
Esta actividad pertenece a memorias de investigación
Participantes
  • Autor: Bonifacio Alberto Mozo Velasco UPM
  • Autor: Alvaro Guadamillas Universidad Politécnica de Madrid
  • Autor: Miguel Angel Lopez SATEC
  • Autor: Fabio Pulvirenti Politecnico di Torino
  • Autor: Nikolaos Maravitsas Adaptit
Grupos de investigación, Departamentos, Centros e Institutos de I+D+i relacionados
  • Creador: Grupo de Investigación: Internet de Nueva Generación
  • Departamento: Sistemas Informáticos