IFIP TC6 Open Digital Library

16. Integrated Network Management 2019: Washington DC, USA

IFIP/IEEE IM 2019 Workshop: 4th International Workshop on Analytics for Network and Service Management (AnNet 2019), IM 2019, Washington DC, USA, April 08, 2019

Nur Zincir-Heywood, Idilio Drago, Robert Harper

IFIP Open Digital Library, ISBN: 978-3-903176-15-7



Contents

TS1: Analytics for Network Management

Mining Patterns in Mobile Network Logs

Golnazsadat Zargarian, Luca Vassio, Maurizio M. Munafò, Marco Mellia

 

AECID-PG: A Tree-Based Log Parser Generator To Enable Log Analysis

Markus Wurzenberger, Max Landauer, Florian Skopik, Wolfgang Kastner

 

A Method for Temporal Event Correlation

Robert Harper, Philip Tee

 

TS2: Analytics for Traffic Analysis

An LSTM Framework For Modeling Network Traffic

Angelos Lazaris, Viktor Prasanna

 

Network Analytics for Streaming Traffic Analysis

Sara Khanchi, Nur Zincir-Heywood, Malcolm Heywood

 

TS3: Analytics for Service Management

Neural Network Based Spectrum Prediction in Land Mobile Radio Bands for IoT deployments

Sanaz Mohammadjafari, Emir Kavurmacioglu, John Maidens, Ayse Bener

 

An Experimental Analysis of Fraud Detection Methods in Enterprise Telecommunication Data using Unsupervised Outlier Ensembles

Georgios Kaiafas, Christian Hammerschmidt, Radu State, Cu Nguyen, Thorsten Ries, Mohamed Ourdane

 

Statistical Characterization of Round-Trip Times with Nonparametric Hidden Markov Models

Maxime Mouchet, Thierry Chonavel, Sandrine Vaton

 

Adversarially Adapting Deceptive Views and Reconnaissance Scans on a Software Defined Network

Jonathan Kelly, Michael DeLaus, Erik Hemberg, Una-May O'Reilly

 

Short Papers Session - Lightning Talks

Multivariate Metrics of Normal and Anomalous Network Behaviors

Nong Ye

 

Model-based System Identification for Cloud Services Analytics

Arun Adiththan, Kaliappa Ravindran

 

Graph-based malicious login events investigation

Sofiane Lagraa, Faouzi Amrouche, Georgios Kaiafas, Radu State

 

Hashtray: Turning the tables on Scalable Client Classification

Nik Sultana

 

A Machine Learning Application for Latency Prediction in Operational 4G Networks

Ali Safari Khatouni, Francesca Soro, Danilo Giordano