Title :
Adapting policy-based management of Future Networks using collaborative filtering techniques
Author :
Arapoglou, Roi ; Rodis, Iason-Dimitrios ; Magdalinos, Panagis ; Alonistioti, Nancy
Author_Institution :
Dept. of Inf. & Telecommun., Nat. & Kapodistrian Univ. of Athens, Athens, Greece
Abstract :
Future Networks constitute a complex and dynamic environment which network operators are called to orchestrate uniformly and efficiently. Among others, the increase in the number and heterogeneity of network infrastructure, the complexity of devices and protocols and the explosion in traffic demands are only “few” of the issues that network operators should take into consideration. Conventional network management schemes lack in automation, harmonization and efficiency, in order to handle such chaotic environments. Autonomic network management targets the governance of the behavior of autonomic and contemporary network entities, based on network operator requirements and business goals. Policies are considered as an effective tool for accomplishing a desirable high level control. In this paper, we present a novel policy-based network management framework, while enriching its ontology-oriented inference engine with collaborative filtering capabilities thus achieving the acceleration of the decision making process.
Keywords :
collaborative filtering; decision making; inference mechanisms; ontologies (artificial intelligence); protocols; telecommunication computing; telecommunication network management; telecommunication traffic; autonomic network entity; autonomic network management; chaotic environment; collaborative filtering capability; collaborative filtering technique; contemporary network entity; conventional network management scheme; decision making process; future networks; governance; network infrastructure; network operator; ontology-oriented inference engine; policy-based management; policy-based network management framework; protocols; traffic demand; Business; Collaboration; Filtering; Ontologies; Quality of service; Sociology; Statistics; autonomics; collaborative filtering; network and service management; personalization; policies; semantics;
Conference_Titel :
Computer Aided Modeling and Design of Communication Links and Networks (CAMAD), 2014 IEEE 19th International Workshop on
Conference_Location :
Athens
DOI :
10.1109/CAMAD.2014.7033239