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Long-range dependence ten years of Internet traffic modeling

T. Karagiannis, M. Molle, M. Faloutsos
2004 IEEE Internet Computing  
With the identification of long-range dependence (LRD) in network traffic, the research community has undergone a mental shift from Poisson and memory-less processes to LRD and bursty processes.  ...  traffic and explore the current lack of accuracy and robustness in LRD estimation.  ...  About 10 years ago, the introduction of long-range dependence (LRD) and self-similarity revolutionized our understanding of network traffic.  ... 
doi:10.1109/mic.2004.46 fatcat:nwfthxfmbrhq5h65feew764bbu

Markov-modulated on/off processes for long-range dependent internet traffic [article]

Richard G. Clegg
2006 arXiv   pre-print
, the long-range dependence of this traffic.  ...  While it is often stated that long-range dependence has a critical effect on queuing performance, it appears that the models used here do not well replicated the queuing performance of real internet traffic  ...  In the last ten years several models have been introduced for the purposes of modelling internet traffic based on MMP.  ... 
arXiv:cs/0610135v3 fatcat:wkbk3bpj6nevjm4jdag3gtginy

Long-range dependence in a changing Internet traffic mix

Cheolwoo Park, Félix Hernández-Campos, J.S. Marron, F. Donelson Smith
2005 Computer Networks  
This paper provides a deep analysis of long-range dependence in a continually evolving Internet traffic mix by employing a number of recently developed statistical methods.  ...  Self-similarity also manifests itself as long-range dependence (or long memory) in the time series of arrivals.  ...  Introduction The seminal papers reporting empirical evidence for long-range dependence and self-similarity in network traffic first appeared around ten years ago [20] .  ... 
doi:10.1016/j.comnet.2004.11.018 fatcat:oipluqxkp5b43djopu6ghpkhwy

Experimental queueing analysis with long-range dependent packet traffic

A. Erramilli, O. Narayan, W. Willinger
1996 IEEE/ACM Transactions on Networking  
Of particular interest in packet traffic modeling is a property called long-range dependence (LRD), which is marked by the presence of correlations that can extend over many time scales.  ...  In addition, we give conditions under which the use of compact and simple traffic models that incorporate long-range dependence in a parsimonious manner (e.g., fractional Brownian motion) is justified  ...  Narayan acknowledges the support of the Society of Fellows at Harvard University and also the hospitality of AT&T Bell Laboratories.  ... 
doi:10.1109/90.491008 fatcat:njyuzvdkjzgl7iwbb2qnpijebi

Long-Range Dependent Traffic Classification with Convolutional Neural Networks Based on Hurst Exponent Analysis

Katarzyna Filus, Adam Domański, Joanna Domańska, Dariusz Marek, Jakub Szyguła
2020 Entropy  
The paper examines the ability of neural networks to classify Internet traffic data in terms of self-similarity expressed by the Hurst exponent.  ...  It is presented that the trained model is capable of classifying the synthetic data obtained from the Pareto distribution and the real traffic data.  ...  Conflicts of Interest: The authors declare no conflict of interest.  ... 
doi:10.3390/e22101159 pmid:33286928 fatcat:bqyiyfy7wvgyto5ry7tgkikyvu

Long-range dependence and heavy-tail modeling for teletraffic data

O. Cappe, E. Moulines, J.-C. Pesquet, A.P. Petropulu, Xueshi Yang
2002 IEEE Signal Processing Magazine  
Vaughn Adams of Drexel University for his help in the process of collecting the traffic data used in this paper.  ...  been proposed for capturing long-range dependence and heavy-tailness in the context of network traffic.  ...  Quantification of long-range dependence The application of the concepts and models that have been introduced so far for network traffic data, although dominant in the network engineering literature of  ... 
doi:10.1109/79.998079 fatcat:kfp7dmj3cvhs7lim4xtlby54ei

Estimating long-range dependence: finite sample properties and confidence intervals

Rafał Weron
2002 Physica A: Statistical Mechanics and its Applications  
A major issue in financial economics is the behavior of asset returns over long horizons. Various estimators of long range dependence have been proposed.  ...  Even though some have known asymptotic properties, it is important to test their accuracy by using simulated series of different lengths.  ...  of long range dependence in a time series.  ... 
doi:10.1016/s0378-4371(02)00961-5 fatcat:hpppj4vffjf35lp5ukftiefo2m

Detecting Performance Degradation of Software-Intensive Systems in the Presence of Trends and Long-Range Dependence [article]

Alexey Artemov, Evgeny Burnaev
2016 arXiv   pre-print
We propose a trend estimation method enjoying optimality properties in the presence of long-range dependent noise to estimate what is considered "normal" system behaviour.  ...  In this work, we investigate a holistic methodology for detection of abrupt changes in time series data in the presence of quasi-seasonal trends and long-range dependence with a focus on failure detection  ...  long-range dependence.  ... 
arXiv:1609.07662v1 fatcat:ptc6qv72hfeohkfaneymckaamy

The Shape of the Loss Curve and the Impact of Long-Range Dependence on Network Performance

Michel Mandjes, Nam Kyoo Boots
2004 AEU - International Journal of Electronics and Communications  
Empirical studies showed that many types of network traffic exhibit long-range dependence (LRD), i.e., burstiness on a wide variety of time-scales.  ...  To assess this issue, we consider a generic source model: traffic generated by an individual user is modeled as a fluid on/off pattern with generally distributed on-and off-times; LRD traffic is obtained  ...  Finally, it is calculated what performance is realized if this traffic stream feeds into the network -the type of models used are usually queueing models. Long-range dependence.  ... 
doi:10.1078/1434-8411-54100215 fatcat:2di75yfyibbfbdoua64b6ayste

Long-Range Wireless Radio Technologies: A Survey

Brandon Foubert, Nathalie Mitton
2020 Future Internet  
Wireless networks are now a part of the everyday life of many people and are used for many applications. Recently, new technologies that enable low-power and long-range communications have emerged.  ...  Long-range technologies are used to form Low-Power Wide-Area Networks (LPWAN).  ...  Long-Range Wireless Technologies In this section, we give an overview of the long-range wireless technologies that are available presently.  ... 
doi:10.3390/fi12010013 fatcat:2a3lszfe4nanbbmellcd77n25q

Network robustness improvement via long-range links

Vincenza Carchiolo, Marco Grassia, Alessandro Longheu, Michele Malgeri, Giuseppe Mangioni
2019 Computational Social Networks  
In this paper, we introduce the idea of exploiting long-range links to improve the robustness of Scale-Free (SF) networks.  ...  Today, the ordinary course of our society more and more relies on the correct functioning and stability of its underlying networks, from power lines to air traffic and railways, as well as social, commercial  ...  The introduction of long-range links to enhance some properties of a network has been proposed in the past in a different context.  ... 
doi:10.1186/s40649-019-0073-2 fatcat:wthtnod7yjgnvla62jasryowki

Long-Range Communications in Unlicensed Bands: the Rising Stars in the IoT and Smart City Scenarios [article]

Marco Centenaro and Lorenzo Vangelista and Andrea Zanella and Michele Zorzi
2016 arXiv   pre-print
Recently, these reference models have been challenged by a new type of wireless connectivity, characterized by low-rate, long-range transmission technologies in the unlicensed sub-GHz frequency bands,  ...  Connectivity is probably the most basic building block of the Internet of Things (IoT) paradigm.  ...  ACKNOWLEDGMENT The authors would like to thank Ivano Calabrese and Nicola Bressan from Patavina Technologies, for their contributions in the implementation of the LoRa TM system and especially for running  ... 
arXiv:1510.00620v2 fatcat:eoxfhmvq4vh5pdhjq2jsd36264

Strategic Development of Business Models

Bernd W. Wirtz, Oliver Schilke, Sebastian Ullrich
2010 Long range planning  
changes on the Internet e the emergent Web 2.0 phenomenon e is affecting each of its four business model types.  ...  To illustrate the differential effect of environmental changes on different business model types, this article draws from the '4C' Internet business model typology to elaborate on how a recent wave of  ...  Figure 1 . 1 The 4C Typology of Internet Business Models Long Range Planning, vol 43 2010 Figure 2 . 2 The Web 2.0e4 factors model Long Range Planning, vol 43 2010 Customization and personalization  ... 
doi:10.1016/j.lrp.2010.01.005 fatcat:3ei37cxof5fltgrw7gmt4yl3vq

Intravehicular, Short- and Long-Range Communication Information Fusion for Providing Safe Speed Warnings

Felipe Jiménez, Jose Naranjo, Francisco Serradilla, Elisa Pérez, María Hernández, Trinidad Ruiz, José Anaya, Alberto Díaz
2016 Sensors  
in the current and following sections of the route (long-range communications).  ...  Moreover, in recent years, traffic accidents numbers in Spain have fallen sharply, but this reduction has not been so significant on single carriageway roads.  ...  Acknowledgments: This work has received the support of the Spanish Ministerio de Economía y Competitividad (TRA2013-48314-C3-2-R) and the Spanish Directorate General of Traffic-DGT (SPIP2014-01452).  ... 
doi:10.3390/s16010131 pmid:26805839 pmcid:PMC4732164 fatcat:zpqci54d7bgavpuuedbt75uafa

DSME-LoRa: Seamless Long Range Communication Between Arbitrary Nodes in the Constrained IoT [article]

José Álamos and Peter Kietzmann and Thomas Schmidt and Matthias Waehlisch
2022 arXiv   pre-print
Long range radio communication is preferred in many IoT deployments as it avoids the complexity of multi-hop wireless networks.  ...  DSME-LoRa offers the advantage of seamless client-to-client communication beyond the pure gateway-centric transmission of LoRaWAN.  ...  All of our work is intended for public release.  ... 
arXiv:2206.14077v1 fatcat:otokms67vjem7mlngp3gfvkycq
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