Combining ontologies and markov logic networks for statistical relational mobile network analysis

Kasper Apajalahti; Eero Hyvönen; Juha  Niiranen; Vilho Räisänen

Combining ontologies and markov logic networks for statistical relational mobile network analysis

Kasper Apajalahti, Eero Hyvönen, Juha Niiranen, Vilho Räisänen

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

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Abstract

Mobile networks are managed by means of operations support systems (OSS) which facilitate performance, fault, and configuration management. Network complexity is increasing due to the heterogeneity of cell types, devices, and applications. Characterization and configuration of networks optimally in such a scenario is challenging task. This paper introduces an experimental platform that combines statistical relational learning and semantic technologies by integrating a mobile network simulator, Markov Logic Network model (MLN) and an OWL 2 ontology into a runtime environment tool. Our experiments, based on a prototype implementation, indicate that the combination of an ontology and MLN model can be utilized in network status characterization, optimization and visualization.

Original language	English
Title of host publication	SEMPER 2016 Semantic Web Technologies for Mobile and Pervasive Environments
Subtitle of host publication	Proceedings of the 1st Workshop on Semantic Web Technologies for Mobile and Pervasive Environments co-located with the 13th Extended Semantic Web Conference (ESWC 2016)
Editors	Thanos Stavropoulos, Georgios Meditskos, Antonis Bikakis
Publisher	CEUR
Pages	36-45
Number of pages	10
Publication status	Published - 2016
MoE publication type	A4 Article in a conference publication
Event	Workshop on Semantic Web Technologies for Mobile and Pervasive Environments - Heraklion, Greece Duration: 29 May 2016 → 29 May 2016 Conference number: 1

Publication series

Name	CEUR Workshop Proceedings
Volume	1588
ISSN (Print)	1613-0073

Workshop

Workshop	Workshop on Semantic Web Technologies for Mobile and Pervasive Environments
Abbreviated title	SEMPER
Country	Greece
City	Heraklion
Period	29/05/2016 → 29/05/2016

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http://ceur-ws.org/Vol-1588/paper1.pdf

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Apajalahti, K., Hyvönen, E., Niiranen, J., & Räisänen, V. (2016). Combining ontologies and markov logic networks for statistical relational mobile network analysis. In T. Stavropoulos, G. Meditskos, & A. Bikakis (Eds.), SEMPER 2016 Semantic Web Technologies for Mobile and Pervasive Environments: Proceedings of the 1st Workshop on Semantic Web Technologies for Mobile and Pervasive Environments co-located with the 13th Extended Semantic Web Conference (ESWC 2016) (pp. 36-45). (CEUR Workshop Proceedings; Vol. 1588). CEUR.

Apajalahti, Kasper ; Hyvönen, Eero ; Niiranen, Juha ; Räisänen, Vilho. / Combining ontologies and markov logic networks for statistical relational mobile network analysis. SEMPER 2016 Semantic Web Technologies for Mobile and Pervasive Environments: Proceedings of the 1st Workshop on Semantic Web Technologies for Mobile and Pervasive Environments co-located with the 13th Extended Semantic Web Conference (ESWC 2016). editor / Thanos Stavropoulos ; Georgios Meditskos ; Antonis Bikakis. CEUR, 2016. pp. 36-45 (CEUR Workshop Proceedings).

@inproceedings{78f7fcb86c04429d9a4e484b4577639c,

title = "Combining ontologies and markov logic networks for statistical relational mobile network analysis",

abstract = "Mobile networks are managed by means of operations support systems (OSS) which facilitate performance, fault, and configuration management. Network complexity is increasing due to the heterogeneity of cell types, devices, and applications. Characterization and configuration of networks optimally in such a scenario is challenging task. This paper introduces an experimental platform that combines statistical relational learning and semantic technologies by integrating a mobile network simulator, Markov Logic Network model (MLN) and an OWL 2 ontology into a runtime environment tool. Our experiments, based on a prototype implementation, indicate that the combination of an ontology and MLN model can be utilized in network status characterization, optimization and visualization.",

author = "Kasper Apajalahti and Eero Hyv{\"o}nen and Juha Niiranen and Vilho R{\"a}is{\"a}nen",

year = "2016",

language = "English",

series = "CEUR Workshop Proceedings",

publisher = "CEUR",

pages = "36--45",

editor = "Thanos Stavropoulos and Georgios Meditskos and Antonis Bikakis",

booktitle = "SEMPER 2016 Semantic Web Technologies for Mobile and Pervasive Environments",

note = "Workshop on Semantic Web Technologies for Mobile and Pervasive Environments, SEMPER ; Conference date: 29-05-2016 Through 29-05-2016",

}

Apajalahti, K, Hyvönen, E, Niiranen, J & Räisänen, V 2016, Combining ontologies and markov logic networks for statistical relational mobile network analysis. in T Stavropoulos, G Meditskos & A Bikakis (eds), SEMPER 2016 Semantic Web Technologies for Mobile and Pervasive Environments: Proceedings of the 1st Workshop on Semantic Web Technologies for Mobile and Pervasive Environments co-located with the 13th Extended Semantic Web Conference (ESWC 2016). CEUR Workshop Proceedings, vol. 1588, CEUR, pp. 36-45, Workshop on Semantic Web Technologies for Mobile and Pervasive Environments, Heraklion, Greece, 29/05/2016.

Combining ontologies and markov logic networks for statistical relational mobile network analysis. / Apajalahti, Kasper; Hyvönen, Eero; Niiranen, Juha ; Räisänen, Vilho.

SEMPER 2016 Semantic Web Technologies for Mobile and Pervasive Environments: Proceedings of the 1st Workshop on Semantic Web Technologies for Mobile and Pervasive Environments co-located with the 13th Extended Semantic Web Conference (ESWC 2016). ed. / Thanos Stavropoulos; Georgios Meditskos; Antonis Bikakis. CEUR, 2016. p. 36-45 (CEUR Workshop Proceedings; Vol. 1588).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review

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T1 - Combining ontologies and markov logic networks for statistical relational mobile network analysis

AU - Apajalahti, Kasper

AU - Hyvönen, Eero

AU - Niiranen, Juha

AU - Räisänen, Vilho

N1 - Conference code: 1

PY - 2016

Y1 - 2016

N2 - Mobile networks are managed by means of operations support systems (OSS) which facilitate performance, fault, and configuration management. Network complexity is increasing due to the heterogeneity of cell types, devices, and applications. Characterization and configuration of networks optimally in such a scenario is challenging task. This paper introduces an experimental platform that combines statistical relational learning and semantic technologies by integrating a mobile network simulator, Markov Logic Network model (MLN) and an OWL 2 ontology into a runtime environment tool. Our experiments, based on a prototype implementation, indicate that the combination of an ontology and MLN model can be utilized in network status characterization, optimization and visualization.

AB - Mobile networks are managed by means of operations support systems (OSS) which facilitate performance, fault, and configuration management. Network complexity is increasing due to the heterogeneity of cell types, devices, and applications. Characterization and configuration of networks optimally in such a scenario is challenging task. This paper introduces an experimental platform that combines statistical relational learning and semantic technologies by integrating a mobile network simulator, Markov Logic Network model (MLN) and an OWL 2 ontology into a runtime environment tool. Our experiments, based on a prototype implementation, indicate that the combination of an ontology and MLN model can be utilized in network status characterization, optimization and visualization.

UR - http://ceur-ws.org/Vol-1588/paper1.pdf

M3 - Conference contribution

AN - SCOPUS:84977590570

T3 - CEUR Workshop Proceedings

SP - 36

EP - 45

BT - SEMPER 2016 Semantic Web Technologies for Mobile and Pervasive Environments

A2 - Stavropoulos, Thanos

A2 - Meditskos, Georgios

A2 - Bikakis, Antonis

PB - CEUR

T2 - Workshop on Semantic Web Technologies for Mobile and Pervasive Environments

Y2 - 29 May 2016 through 29 May 2016

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Apajalahti K, Hyvönen E, Niiranen J, Räisänen V. Combining ontologies and markov logic networks for statistical relational mobile network analysis. In Stavropoulos T, Meditskos G, Bikakis A, editors, SEMPER 2016 Semantic Web Technologies for Mobile and Pervasive Environments: Proceedings of the 1st Workshop on Semantic Web Technologies for Mobile and Pervasive Environments co-located with the 13th Extended Semantic Web Conference (ESWC 2016). CEUR. 2016. p. 36-45. (CEUR Workshop Proceedings).