Usage of Modern Exponential-Smoothing Models in Network Traffic Modelling

Jašek, Roman; Szmit, Anna; Szmit, Maciej

doi:10.1007/978-3-319-00542-3_43

Cited by 13 publications

(9 citation statements)

References 20 publications

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“…Presented approximation is simple but adequate for the discussed case. More complex model can be used in the future (cf [10]). …”

Section: Testing Environment and Experimental Resultsmentioning

confidence: 99%

“…As the maximal nProbe 9 throughput is not significantly limited by the spam plugin, a rough performance estimate may be based on data provided with this software and used to answer such a question. According to the performance data published by ntop 10 when run on dual core hardware, the probe is easily capable of handling traffic above 1, 000 [Kpps] without dropping packets. This means that it should also be possible to analyse traffic of similar magnitude in real time using nProbe with a spam plug-in installed on a modern multi-core machine with an appropriate network interface.…”

Section: Testing Environment and Experimental Resultsmentioning

confidence: 99%

“…Table 2 presents classification results for SVM classifiers trained on various data sets including the original set. An RBF kernel was used with γ = 0.8 and C ∈ [1,10]. The evaluation of classification on the sets was performed by a 10-fold cross-validation.…”

Section: Created Reference Setsmentioning

confidence: 99%

See 2 more Smart Citations

On the testing of network cyber threat detection methods on spam example

et al. 2014

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As a response to the increasing number of cyber threats, novel detection and prevention methods are constantly being developed. One of the main obstacles hindering the development and evaluation of such methods is the shortage of reference data sets. What is proposed in this work is a way of testing methods detecting network threats. It includes a procedure for creating realistic reference data sets describing network threats and the processing and use of these data sets in testing environments. The proposed approach is illustrated and validated on the basis of the problem of spam detection. Reference data sets for spam detection are developed, analysed and used to both generate the requested volume of simulated traffic and analyse it using machine learning algorithms. The tests take into

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“…Presented approximation is simple but adequate for the discussed case. More complex model can be used in the future (cf [10]). …”

Section: Testing Environment and Experimental Resultsmentioning

confidence: 99%

Section: Testing Environment and Experimental Resultsmentioning

confidence: 99%

See 1 more Smart Citation

On the testing of network cyber threat detection methods on spam example

et al. 2014

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“…It typically includes three smoothing methods: single exponential smoothing, double exponential smoothing, and triple exponential smoothing. Studies show that using triple exponential smoothing ensures superior forecasts for trended time series data [34,35], that is, the forecasts are closer to the actuals using triple exponential smoothing. Thus, we choose the triple exponential smoothing method to forecast the degrees of coupling.…”

Section: Forecasting Modelmentioning

confidence: 96%

Dynamic Coupling Analysis of Urbanization and Water Resource Utilization Systems in China

Chou

Wang

2016

Sustainability

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While urbanization brings economic and social benefits, it also causes water pollution and other environmental ecological problems. This paper provides a theoretical framework to quantitatively analyze the dynamic relationship between water resource utilization and the process of urbanization. Using data from Jiangsu province, we first construct indices to evaluate urbanization and water resource utilization. We then adopt an entropy model to examine the correlation between urbanization and water resource utilization. In addition, we introduce a dynamic coupling model to analyze and predict the coupling degree between urbanization and water resource utilization. Our analyses show that pairing with rising urbanization during 2002-2014, the overall index of water resource utilization in Jiangsu province has experienced a "decline -rise-decline" trend. Specifically, after the index of water resource utilization reached its lowest point in 2004, it gradually began to rise. Water resource utilization reached its highest value in 2010. The coupling degree between urbanization and water resource utilization was relatively low in 2002 and 2003 varying between −90 • and 0 • . It has been rising since then. Out-of-sample forecasts indicate that the coupling degree will reach its highest value of 74.799 • in 2016, then will start to gradually decline. Jiangsu province was chosen as our studied area because it is one of the selected pilot provinces for China's economic reform and social development. The analysis of the relationship between provincial water resource utilization and urbanization is essential to the understanding of the dynamic relationship between these two systems. It also serves as an important input for developing national policies for sustainable urbanization and water resource management.

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“…It is very important to choose not the cheapest one, not the biggest one, not with the highest turnover, but to choose the optimal solutionduring design of a new warehouse. Different methods are possible to use in this case [7], [8]. The most important is to know what the main request is, usually it could be the capacity, but if it is needed high speed of loading or unloading material, the most important is turnover.…”

Section: Introductionmentioning

confidence: 99%

Using of simulation for comparison of technologies for pallets storing

Kriz¹,

Chramcov²,

Jemelka³

2016

AIP Conference Proceedings

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Abstract. The paper highlights the problem oftechnology for pallet storing. The aim is to compare selected technologies and to find efficient warehouse solution for the real company, which produces a plastic parts for automotive and needs to solve storing in the new hall.The work describes differences between two pallet storing technologies -static racking system and powered mobile racking system. Comparison contains description, advantages and disadvantages of the both systems.Real data from real project are used for the evaluation of necessary parameters. The result presents proposal of solution which can meet all initial conditions.

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Usage of Modern Exponential-Smoothing Models in Network Traffic Modelling

Cited by 13 publications

References 20 publications

On the testing of network cyber threat detection methods on spam example

On the testing of network cyber threat detection methods on spam example

Dynamic Coupling Analysis of Urbanization and Water Resource Utilization Systems in China

Using of simulation for comparison of technologies for pallets storing

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