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Modeling Traffic on the Web Graph [chapter]

Mark R. Meiss, Bruno Gonçalves, José J. Ramasco, Alessandro Flammini, Filippo Menczer
2010 Lecture Notes in Computer Science  
We use empirical data to characterize properties of Web traffic not reproduced by Markovian models, including both aggregate statistics such as page and link traffic, and individual statistics such as  ...  Beyond the descriptive and explanatory power of our model, these results may lead to improvements in Web applications such as search and crawling.  ...  Opinions, findings, conclusions, recommendations or points of view in this document are those of the authors and do not necessarily represent the official position of the U.S.  ... 
doi:10.1007/978-3-642-18009-5_6 fatcat:5kfaaffemvfhllybn35fr2gvh4

An Efficient Traffic Analysis and Optimization on the Dynamic Network Using Two Stage Routing Algorithm

A. Keerthika, K. Poonkavithai
2015 International Journal of Future Generation Communication and Networking  
This paper address these limitation, proposes two stage routing algorithm and weight propagation model to predict the cost of an arbitrary path on road network and accurately detects the traffic environment  ...  Now-a-days the transportation network traffic plays a vital role in the society. People are focusing on arriving at our destination as quickly as possible.  ...  B) PageRank on Dual Graphs PageRank was originally proposed to assign prestige to web pages in a web graph, where web pages are modeled as vertices and the hyper-links between web pages are modeled as  ... 
doi:10.14257/ijfgcn.2015.8.1.27 fatcat:s6ug5ahqpbh7fpu4cqlk42osqu

HTTP-Based APT Malware Infection Detection Using URL Correlation Analysis

Wei-Na Niu, Jiao Xie, Xiao-Song Zhang, Chong Wang, Xin-Qiang Li, Rui-Dong Chen, Xiao-Lei Liu, Huaizhi Li
2021 Security and Communication Networks  
We use the Referer field in the HTTP header to construct a web request graph. Then, we optimize the web request graph by combining URL similarity and redirect reconstruction.  ...  Recent methods have been dependent on the extraction of statistical features from HTTP traffic, which is suitable for machine learning.  ...  the web request graph one by one, and add normal uncorrelated requests into the web request graph.  ... 
doi:10.1155/2021/6653386 fatcat:yt34igljfncn5g5jmrl7wglmpq

Modeling Traffic of Information Packets on Graphs with Complex Topology [chapter]

Bosiljka Tadić
2003 Lecture Notes in Computer Science  
We present the algorithm introduced in [1] to grow the directed graph with self-organized in-and out-links and closed cycles and show that it has topological properties of the world-wide Web.  ...  We determine the statistics of transit times of packets from posting until their arrival to given destinations on the graph when creation rate is varied.  ...  Packet Traffic Algorithm The information or data traffic on the Internet, e.g., a Web application, occurs in few steps.  ... 
doi:10.1007/3-540-44860-8_14 fatcat:ofpgk32w2fez5jkvigcz5bd2gq

Structure of Flow and Noise on Functional Scale-Free Networks

Bosiljka Tadić
2006 Progress of Theoretical Physics Supplement  
Within the model of information traffic we demonstrate how dynamically relevant topology emerges on cyclic scale-free Web graph.  ...  Fluctuations of noise at individual nodes in traffic on the original graph and on its maximum spanning tree (optimal transport) reveal universal scaling features that are related to the underlying link  ...  Acknowledgements Supported by the Program P1-0044 of the Ministry of high education, science and technology (Slovenia).  ... 
doi:10.1143/ptps.162.112 fatcat:2nnhbda755bh7htekidrx5vv74

Can link analysis tell us about web traffic?

Marcin Sydow
2005 Special interest tracks and posters of the 14th international conference on World Wide Web - WWW '05  
Measurements made on real data from the Polish Web show that PageRank is observably but not strongly correlated with actual visits made by Web users to Web pages and that our RBS algorithm[2] is more correlated  ...  In this paper we measure correlation between link analysis characteristics for Web pages such as in-and out-degree, PageRank and RBS with those obtained from real Web traffic analysis.  ...  On the other side, Web traffic data may be treated as a measure of merit of Web documents and is of great interest to advertising companies.  ... 
doi:10.1145/1062745.1062815 dblp:conf/www/Sydow05 fatcat:kjynydyuq5f2rjbi57w62jpkp4

Statistical Analysis of Data on the Traffic Intensity of Internet Networks for the Different Periods of Time

Olga Malyeyeva, Yurii Davydovskyi, Viktor Kosenko
2019 Computer Modeling and Intelligent Systems  
The obtained results can be used to model the network parameters taking into account the predicted traffic.  ...  A visual analysis of statistics on the intensity of traffic in different countries is conducted during the day, month, year, and five years.  ...  The persistent properties of web traffic allow you to build simulation models for forecasting network parameters [10, 11] , to model server status and load on communication channels [12 -15] .  ... 
doi:10.32782/cmis/2353-71 fatcat:cdnws2hzq5de7fdu7pnuqtucvy

Traffic-driven model of the World Wide Web graph [article]

Alain Barrat, Marc Barthelemy, Alessandro Vespignani
2004 arXiv   pre-print
The model is based on a simple traffic-driven dynamics and generates weighted directed graphs exhibiting the statistical properties observed in the Web.  ...  We propose a model for the World Wide Web graph that couples the topological growth with the traffic's dynamical evolution.  ...  In this work we propose a simple model for the WWW graph that takes into account the traffic (number of visitors) on the hyper-links and considers the dynamical basic evolution of the system as being driven  ... 
arXiv:cs/0405070v2 fatcat:m72mxhxa2nftforlv2gmnmirya

On the growth of Internet application flows: A complex network perspective

Xiaofei Wu, Ke Yu, Xin Wang
2011 2011 Proceedings IEEE INFOCOM  
However, existing studies are often constrained to deriving web connections based on partial data collected, and the actual Internet traffic and user behaviors are far from being understood.  ...  Edges formed between existing nodes, instead of the ones arriving with new nodes dominate the growth. We also observe linear preferential attachment behaviors in the flow graphs.  ...  Growth of Graph BA model [3] is the most successful one to explain the power law which is commonly used in complex networks.  ... 
doi:10.1109/infcom.2011.5935019 dblp:conf/infocom/WuYW11 fatcat:bm5r7uvu5rd6nnusakshjrxlea

Characteristics of WAP Traffic

Irene C. Y. Ma, James Irvine
2004 Wireless networks  
This paper considers the characteristics of WAP traffic. We start by constructing a model of WAP traffic based on a number of user scenarios.  ...  One traffic characteristic which is of particular interest in network dimensioning is the degree of self-similarity, so the paper looks at the characteristics of aggregated traffic with WAP, web and packet  ...  There is little in the literature on the modelling of WAP traffic.  ... 
doi:10.1023/a:1026244914743 dblp:journals/winet/MaI04 fatcat:7hiiq5b2rzf2nlhhkhggqsybiy

The many facets of internet topology and traffic

W. Willinger, S. Uhlig, M. Roughan, H. Chang, D. Alderson
2006 Networks and Heterogeneous Media  
We will also discuss recent work on Internet connectivity structures that arise at the higher layers in the IP/TCP protocol stack and are more virtual and dynamic; e.g., overlay networks like the WWW graph  ...  , (iii) inferring and modeling the Internet's AS-level topology, and (iv) estimating the inter-AS traffic matrix.  ...  Matthew Roughan's participation in this work was supported by Australian Research Council Grant DP0665427, and funding from the Defense Science and We would also like to acknowledge many useful discussion  ... 
doi:10.3934/nhm.2006.1.569 fatcat:5jahcsevzna2lk2k4wvev2trve

Traffic on complex networks: Towards understanding global statistical properties from microscopic density fluctuations

Bosiljka Tadić, Stefan Thurner, G. J. Rodgers
2004 Physical Review E  
We study the microscopic time fluctuations of traffic-load and the global statistical properties of a dense traffic of particles on scale-free cyclic graphs.  ...  We discuss how the super-structure effects the functioning of the network at high traffic density and at the jamming threshold.  ...  GRAPH STRUCTURE AND TRAFFIC RULES The Web-graph is a directed graph grown with microscopic dynamic rules proposed in [11] , which were originally intended to model the evolution of the world-wide Web.  ... 
doi:10.1103/physreve.69.036102 pmid:15089356 fatcat:g5vy6vqphzfm7g4ilrzwpvb3jy

Traffic-Driven Model of the World Wide Web Graph [chapter]

Alain Barrat, Marc Barthélemy, Alessandro Vespignani
2004 Lecture Notes in Computer Science  
The model is based on a simple traffic-driven dynamics and generates weighted directed graphs exhibiting the statistical properties observed in the Web.  ...  We propose a model for the World Wide Web graph that couples the topological growth with the traffic's dynamical evolution.  ...  In this work we propose a simple model for the WWW graph that takes into account the traffic (number of visitors) on the hyper-links and considers the dynamical basic evolution of the system as being driven  ... 
doi:10.1007/978-3-540-30216-2_5 fatcat:z642zwxwhvfopbnwv2nqh76ckm

Discovery of ads web hosts through traffic data analysis

V. Bacarella, F. Giannotti, M. Nanni, D. Pedreschi
2004 Proceedings of the 9th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery - DMKD '04  
Our method performs a linear time complexity analysis on the traffic information which yields an abstraction of the linked web which can be incrementally up-dated, therefore allowing a streaming computation  ...  One of the most actual problems on web crawling -the most expensive task of any search engine, in terms of time and bandwidth consumption -is the detection of useless segments of Internet.  ...  Searching for the best abstraction-level So far, both the traffic graph and the relative traffic have been defined on single web pages.  ... 
doi:10.1145/1008694.1008707 dblp:conf/dmkd/BacarellaGNP04 fatcat:4gqnp4gnv5fhxhutb4hjknulsa

Mathematical Modelling of Krasnoyarsk Transportation Web: Preliminary Results

Sadovsky Michael G., Bukharova Eugenia B., Tokarev Alexej V., Yakubailik Oleg E.
2018 Journal of Siberian Federal University Mathematics & Physics  
Graph-based model of Krasnoyarsk transportation web is proposed, with high resolution degree. Some preliminary results towards the properties of the web are considered.  ...  In particular, it is shown the traffic mapping has unimodal pattern and concentrates around Kommunalny bridge.  ...  The segments with one-way movement were explicitly indicated on the diagram as oriented edges of the graph. The vertices of the graph are intersections or dead ends.  ... 
doi:10.17516/1997-1397-2018-11-4-438-448 fatcat:nsyqylqerfdbjaxkartxeqv45m
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