Simulation of nonGaussian long-range-dependent traffic using wavelets
SIGMETRICS '99 Proceedings of the 1999 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
Dynamics of IP traffic: a study of the role of variability and the impact of control
Proceedings of the conference on Applications, technologies, architectures, and protocols for computer communication
Real-time estimation of the parameters of long-range dependence
IEEE/ACM Transactions on Networking (TON)
In search of invariants for e-business workloads
Proceedings of the 2nd ACM conference on Electronic commerce
Performance evaluation of multiple time scale TCP under self-similar traffic conditions
ACM Transactions on Modeling and Computer Simulation (TOMACS) - Special issue on modeling and simulation of communication networks
On the nonstationarity of Internet traffic
Proceedings of the 2001 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
Connection-level analysis and modeling of network traffic
IMW '01 Proceedings of the 1st ACM SIGCOMM Workshop on Internet Measurement
Capturing the spatio-temporal behavior of real traffic data
Performance Evaluation
Supermedia in Internet-Based Telerobotic Operations
MMNS '01 Proceedings of the 4th IFIP/IEEE International Conference on Management of Multimedia Networks and Services: Management of Multimedia on the Internet
On the Queue Tail Asymptotics for General Multifractal Traffic
NETWORKING '02 Proceedings of the Second International IFIP-TC6 Networking Conference on Networking Technologies, Services, and Protocols; Performance of Computer and Communication Networks; and Mobile and Wireless Communications
A Parsimonious Multifractal Model for WWW Traffic
Revised Papers from the NETWORKING 2002 Workshops on Web Engineering and Peer-to-Peer Computing
Performance Evaluation of Complex Systems: Techniques and Tools, Performance 2002, Tutorial Lectures
Local dependencies and poissonification: a case study
Performance Evaluation
A survey on wavelet applications in data mining
ACM SIGKDD Explorations Newsletter
A General Fractal Model of Internet Traffic
LCN '01 Proceedings of the 26th Annual IEEE Conference on Local Computer Networks
Modeling web requests: a multifractal approach
Computer Networks: The International Journal of Computer and Telecommunications Networking
A hierarchical and multiscale approach to analyze E-business workloads
Performance Evaluation
Source-level IP packet bursts: causes and effects
Proceedings of the 3rd ACM SIGCOMM conference on Internet measurement
A user-friendly self-similarity analysis tool
ACM SIGCOMM Computer Communication Review
NIST Net: a Linux-based network emulation tool
ACM SIGCOMM Computer Communication Review
The pseudo-self-similar traffic model: application and validation
Performance Evaluation - Dependable systems and networks-performance and dependability symposium (DSN-PDS) 2002: Selected papers
Modeling IP traffic: joint characterization of packet arrivals and packet sizes using BMAPs
Computer Networks: The International Journal of Computer and Telecommunications Networking
Resynchronization and controllability of bursty service requests
IEEE/ACM Transactions on Networking (TON)
Bandwidth Optimization for Internet Traffic in Generalized Processor Sharing Servers
IEEE Transactions on Parallel and Distributed Systems
Why is the internet traffic bursty in short time scales?
SIGMETRICS '05 Proceedings of the 2005 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
Multifractality in TCP/IP traffic: the case against
Computer Networks: The International Journal of Computer and Telecommunications Networking - Special issue: Long range dependent trafic
Small-time scaling behavior of Internet backbone traffic
Computer Networks: The International Journal of Computer and Telecommunications Networking - Special issue: Long range dependent trafic
Envelope process and computation of the equivalent bandwidth of multifractal flows
Computer Networks: The International Journal of Computer and Telecommunications Networking - Special issue: Long range dependent trafic
Effective bandwidth for a single server queueing system with fractional Brownian input
Performance Evaluation - Long range dependence and heavy tail distributions
A decade of Internet research -- advances in models and practices
BT Technology Journal
A Framework for Adaptive Wavelet Prediction in Self-Sizing Networks
ANSS '06 Proceedings of the 39th annual Symposium on Simulation
IEEE/ACM Transactions on Networking (TON)
Markov and multifractal wavelet models for wireless MAC-to-MAC channels
Performance Evaluation
Proceedings of the 2nd international conference on Performance evaluation methodologies and tools
Measurement-based admission control at edge routers
IEEE/ACM Transactions on Networking (TON)
Long range dependent job arrival process and its implications in grid environments
Proceedings of the first international conference on Networks for grid applications
Using LiTGen, a realistic IP traffic model, to evaluate the impact of burstiness on performance
Proceedings of the 1st international conference on Simulation tools and techniques for communications, networks and systems & workshops
Priority queuing of long-range dependent traffic
Computer Communications
Workload dynamics on clusters and grids
The Journal of Supercomputing
Model-based simulation and performance evaluation of grid scheduling strategies
Future Generation Computer Systems
IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences
Modeling Job Arrival Process with Long Range Dependence and Burstiness Characteristics
CCGRID '09 Proceedings of the 2009 9th IEEE/ACM International Symposium on Cluster Computing and the Grid
The Video Streaming Monitoring in the Next Generation Networks
NEW2AN '09 and ruSMART '09 Proceedings of the 9th International Conference on Smart Spaces and Next Generation Wired/Wireless Networking and Second Conference on Smart Spaces
Markov models of internet traffic and a new hierarchical MMPP model
Computer Communications
Multifractality in TCP/IP traffic: the case against
Computer Networks: The International Journal of Computer and Telecommunications Networking - Special issue: Long range dependent trafic
Small-time scaling behavior of Internet backbone traffic
Computer Networks: The International Journal of Computer and Telecommunications Networking - Special issue: Long range dependent trafic
Envelope process and computation of the equivalent bandwidth of multifractal flows
Computer Networks: The International Journal of Computer and Telecommunications Networking - Special issue: Long range dependent trafic
Trace data characterization and fitting for Markov modeling
Performance Evaluation
Describing network traffic using the index of variability
IEEE/ACM Transactions on Networking (TON)
Blocking probability computation in reversible Markovian bufferless multi-server systems
Performance Evaluation
WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing
Generating LRD traffic traces using bootstrapping
ITC20'07 Proceedings of the 20th international teletraffic conference on Managing traffic performance in converged networks
Offline and online network traffic characterization
NETWORKING'07 Proceedings of the 6th international IFIP-TC6 conference on Ad Hoc and sensor networks, wireless networks, next generation internet
Wavelet-based 3-D multifractal spectrum with applications in breast MRI images
ISBRA'08 Proceedings of the 4th international conference on Bioinformatics research and applications
Evaluating buffer-constrained routers under bursty and shaped traffic
ANTS'09 Proceedings of the 3rd international conference on Advanced networks and telecommunication systems
A network traffic prediction approach based on multifractal modeling
Journal of High Speed Networks
Fast simulation of self-similar and correlated processes
Mathematics and Computers in Simulation
A multi-scaling based admission control approach for network traffic flows
ICICS'09 Proceedings of the 7th international conference on Information, communications and signal processing
A Realistic Integrated Model of Parallel System Workloads
CCGRID '10 Proceedings of the 2010 10th IEEE/ACM International Conference on Cluster, Cloud and Grid Computing
Blind maximum likelihood estimation of traffic matrices under long-range dependent traffic
Computer Networks: The International Journal of Computer and Telecommunications Networking
Discrete wavelet transform-based time series analysis and mining
ACM Computing Surveys (CSUR)
Criticisms of modelling packet traffic using long-range dependence (extended version)
Journal of Computer and System Sciences
Towards a profound analysis of bags-of-tasks in parallel systems and their performance impact
Proceedings of the 20th international symposium on High performance distributed computing
Wireless Personal Communications: An International Journal
Semantic compression of TCP traces
NETWORKING'06 Proceedings of the 5th international IFIP-TC6 conference on Networking Technologies, Services, and Protocols; Performance of Computer and Communication Networks; Mobile and Wireless Communications Systems
Analysis of minimal backlogging-based available bandwidth estimation mechanism
Computer Communications
A novel multiple time scale congestion control scheme for multimedia traffic
PCM'04 Proceedings of the 5th Pacific Rim Conference on Advances in Multimedia Information Processing - Volume Part II
A scaling analysis of UMTS traffic
NEW2AN'06 Proceedings of the 6th international conference on Next Generation Teletraffic and Wired/Wireless Advanced Networking
Framework based on stochastic L-Systems for modeling IP traffic with multifractal behavior
Computer Communications
Review: A critical look at power law modelling of the Internet
Computer Communications
A periodic structural model for characterizing network traffic
ICIC'12 Proceedings of the 8th international conference on Intelligent Computing Theories and Applications
Journal of Network and Computer Applications
Multifractal nature of wireless network traffic
Proceedings of the 2012 SpringSim Poster & Work-In-Progress Track
Estimation of the available bandwidth ratio of a remote link or path segments
Computer Networks: The International Journal of Computer and Telecommunications Networking
Spatio-temporal mining of software adoption & penetration
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
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We develop a new multiscale modeling framework for characterizing positive-valued data with long-range-dependent correlations (1/f noise). Using the Haar wavelet transform and a special multiplicative structure on the wavelet and scaling coefficients to ensure positive results, the model provides a rapid O(N) cascade algorithm for synthesizing N-point data sets. We study both the second-order and multifractal properties of the model, the latter after a tutorial overview of multifractal analysis. We derive a scheme for matching the model to real data observations and, to demonstrate its effectiveness, apply the model to network traffic synthesis. The flexibility and accuracy of the model and fitting procedure result in a close fit to the real data statistics (variance-time plots and moment scaling) and queuing behavior. Although for illustrative purposes we focus on applications in network traffic modeling, the multifractal wavelet model could be useful in a number of other areas involving positive data, including image processing, finance, and geophysics