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On the comprehension of DSL SyncTrap events in IPTV networks

Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

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On the comprehension of DSL SyncTrap events in IPTV networks. / Marnerides, Angelos; Malinowski, Simon ; Morla, Ricardo et al.
2013 IEEE Symposium on Computers and Communications (ISCC) . IEEE, 2013. p. 670-675.

Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

Harvard

Marnerides, A, Malinowski, S, Morla, R, Rodrigues, MRD & Kim, HS 2013, On the comprehension of DSL SyncTrap events in IPTV networks. in 2013 IEEE Symposium on Computers and Communications (ISCC) . IEEE, pp. 670-675, IEEE ISCC, Ilmenau, Germany, 27/08/13. https://doi.org/10.1109/ISCC.2013.6755025

APA

Marnerides, A., Malinowski, S., Morla, R., Rodrigues, M. R. D., & Kim, H. S. (2013). On the comprehension of DSL SyncTrap events in IPTV networks. In 2013 IEEE Symposium on Computers and Communications (ISCC) (pp. 670-675). IEEE. https://doi.org/10.1109/ISCC.2013.6755025

Vancouver

Marnerides A, Malinowski S, Morla R, Rodrigues MRD, Kim HS. On the comprehension of DSL SyncTrap events in IPTV networks. In 2013 IEEE Symposium on Computers and Communications (ISCC) . IEEE. 2013. p. 670-675 doi: 10.1109/ISCC.2013.6755025

Author

Marnerides, Angelos ; Malinowski, Simon ; Morla, Ricardo et al. / On the comprehension of DSL SyncTrap events in IPTV networks. 2013 IEEE Symposium on Computers and Communications (ISCC) . IEEE, 2013. pp. 670-675

Bibtex

@inproceedings{058a190753ba4bb4baffd3f250107d49,
title = "On the comprehension of DSL SyncTrap events in IPTV networks",
abstract = "The adequate operation of IPTV distribution networks heavily relies on the effective maintenance and management of their underlay DSL infrastructure. New hardware and software is required in order to improve monitoring capabilities and to directly diagnose anomalies that other segments of the DSL network cannot identify. In this work we initially compare the accuracy performance of SVM-specific formulations for constructing a robust ground truth within our classification procedure regarding abnormalities issued at anomaly-aware Digital Subscriber Line Access Multiplexers (DSLAMs) of the DSL infrastructure. Moreover, we consider the pragmatic cost of repairing anomalies that were misclassified and characterize each classifier according to the overall cost that is possible to incur to the network operator. In parallel, this work attempts to practically improve the network-wide anomaly classification performance by proposing a semi-supervised classification scheme that updates the initial supervised scheme by testing unlabelled anomalies occurring at anomaly-unaware DSLAMs.",
keywords = "IPTV, Educational institutions, DSL",
author = "Angelos Marnerides and Simon Malinowski and Ricardo Morla and Rodrigues, {Miguel R. D.} and Kim, {Hyong S.}",
year = "2013",
month = jul,
day = "7",
doi = "10.1109/ISCC.2013.6755025",
language = "English",
isbn = "9781479937561",
pages = "670--675",
booktitle = "2013 IEEE Symposium on Computers and Communications (ISCC)",
publisher = "IEEE",
note = "IEEE ISCC ; Conference date: 27-08-2013",

}

RIS

TY - GEN

T1 - On the comprehension of DSL SyncTrap events in IPTV networks

AU - Marnerides, Angelos

AU - Malinowski, Simon

AU - Morla, Ricardo

AU - Rodrigues, Miguel R. D.

AU - Kim, Hyong S.

PY - 2013/7/7

Y1 - 2013/7/7

N2 - The adequate operation of IPTV distribution networks heavily relies on the effective maintenance and management of their underlay DSL infrastructure. New hardware and software is required in order to improve monitoring capabilities and to directly diagnose anomalies that other segments of the DSL network cannot identify. In this work we initially compare the accuracy performance of SVM-specific formulations for constructing a robust ground truth within our classification procedure regarding abnormalities issued at anomaly-aware Digital Subscriber Line Access Multiplexers (DSLAMs) of the DSL infrastructure. Moreover, we consider the pragmatic cost of repairing anomalies that were misclassified and characterize each classifier according to the overall cost that is possible to incur to the network operator. In parallel, this work attempts to practically improve the network-wide anomaly classification performance by proposing a semi-supervised classification scheme that updates the initial supervised scheme by testing unlabelled anomalies occurring at anomaly-unaware DSLAMs.

AB - The adequate operation of IPTV distribution networks heavily relies on the effective maintenance and management of their underlay DSL infrastructure. New hardware and software is required in order to improve monitoring capabilities and to directly diagnose anomalies that other segments of the DSL network cannot identify. In this work we initially compare the accuracy performance of SVM-specific formulations for constructing a robust ground truth within our classification procedure regarding abnormalities issued at anomaly-aware Digital Subscriber Line Access Multiplexers (DSLAMs) of the DSL infrastructure. Moreover, we consider the pragmatic cost of repairing anomalies that were misclassified and characterize each classifier according to the overall cost that is possible to incur to the network operator. In parallel, this work attempts to practically improve the network-wide anomaly classification performance by proposing a semi-supervised classification scheme that updates the initial supervised scheme by testing unlabelled anomalies occurring at anomaly-unaware DSLAMs.

KW - IPTV

KW - Educational institutions

KW - DSL

U2 - 10.1109/ISCC.2013.6755025

DO - 10.1109/ISCC.2013.6755025

M3 - Conference contribution/Paper

SN - 9781479937561

SP - 670

EP - 675

BT - 2013 IEEE Symposium on Computers and Communications (ISCC)

PB - IEEE

T2 - IEEE ISCC

Y2 - 27 August 2013

ER -