On the use of self-similar processes in network simulation
ACM Transactions on Modeling and Computer Simulation (TOMACS) - Special issue on modeling and simulation of communication networks
Model-based estimation of buffer overflow probabilities from measurements
Proceedings of the 2001 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
Estimating small cell-loss ratios in ATM switches via importance sampling
ACM Transactions on Modeling and Computer Simulation (TOMACS)
Modeling heterogeneous network traffic in wavelet domain
IEEE/ACM Transactions on Networking (TON)
A new heavy-tailed discrete distribution for LRD M/G/∞ sample generation
Performance Evaluation
Modeling MPEG Coded Video Traffic by Markov-Modulated Self-Similar Processes
Journal of VLSI Signal Processing Systems
Modeling MPEG Coded Video Traffic by Markov-Modulated Self-Similar Processes
Journal of VLSI Signal Processing Systems
On the autocorrelation structure of TCP traffic
Computer Networks: The International Journal of Computer and Telecommunications Networking - Special issue: Advances in modeling and engineering of Longe-Range dependent traffic
On the autocorrelation structure of TCP traffic
Computer Networks: The International Journal of Computer and Telecommunications Networking - Special issue: Advances in modeling and engineering of Longe-Range dependent traffic
Performance evaluation of a queue fed by a Poisson Pareto burst process
Computer Networks: The International Journal of Computer and Telecommunications Networking - Special issue: Advances in modeling and engineering of Longe-Range dependent traffic
Computer Networks: The International Journal of Computer and Telecommunications Networking - Special issue: Advances in modeling and engineering of Longe-Range dependent traffic
A Practical Model for VBR Video Traffic with Applications
MMNS '01 Proceedings of the 4th IFIP/IEEE International Conference on Management of Multimedia Networks and Services: Management of Multimedia on the Internet
Life after Video Coding Standards: Rate Shaping and Error Concealment
VISUAL '02 Proceedings of the 5th International Conference on Recent Advances in Visual Information Systems
Modeling MPEG VBR video traffic using type-2 fuzzy logic systems
Granular computing
On the Temporal Characteristics of Video Traffic
LCN '01 Proceedings of the 26th Annual IEEE Conference on Local Computer Networks
Modeling full-length video using Markov-modulated Gamma-based framework
IEEE/ACM Transactions on Networking (TON)
General applications 1: a highly efficient M/G/∞ model for generating self-similar traces
Proceedings of the 34th conference on Winter simulation: exploring new frontiers
Importance sampling for the estimation of buffer overflow probabilities via trace-driven simulations
IEEE/ACM Transactions on Networking (TON)
Mean Buffer Contents in Discrete-Time Single-Server Queues with Heterogeneous Sources
Queueing Systems: Theory and Applications
A highly efficient M/G/∞ generator of self-similar traces
Proceedings of the 38th conference on Winter simulation
Some remarks on unexpected scaling exponents
ACM SIGCOMM Computer Communication Review
Markovian heavy-tailed signals fitting for communications performance analysis
MOAS'07 Proceedings of the 18th conference on Proceedings of the 18th IASTED International Conference: modelling and simulation
Power-law vs exponential queueing in a network traffic model
Performance Evaluation
Proceedings of the 2nd international conference on Performance evaluation methodologies and tools
A new model for MPEG video traffic at the frame level using self-similar processes
SpringSim '07 Proceedings of the 2007 spring simulaiton multiconference - Volume 1
Using the Whittle Estimator for the Selection of an Autocorrelation Function Family
ASMTA '08 Proceedings of the 15th international conference on Analytical and Stochastic Modeling Techniques and Applications
Performance analysis of a Poisson-Pareto queue over the full range of system parameters
Computer Networks: The International Journal of Computer and Telecommunications Networking
Snapshot simulation of internet traffic: queueing of fixed-rate flows
Proceedings of the 2nd International Conference on Simulation Tools and Techniques
Efficient On-Line Generation of the Correlation Structure of F-ARIMA Processes
ASMTA '09 Proceedings of the 16th International Conference on Analytical and Stochastic Modeling Techniques and Applications
A comparison of AR full motion video traffic models in B-ISDN
Computers and Electrical Engineering
A unified traffic model for MPEG-4 and H.264 video traces
IEEE Transactions on Multimedia
On the statistical characterization of flows in Internet traffic with application to sampling
Computer Communications
Markovian heavy-tailed signals fitting for communications performance analysis
MS '07 The 18th IASTED International Conference on Modelling and Simulation
Flexible adjustment of the short-term correlation of LRD M/G/∞-based processes
Electronic Notes in Theoretical Computer Science (ENTCS)
On the flexibility of M/G/∞ processes for modeling traffic correlations
ITC20'07 Proceedings of the 20th international teletraffic conference on Managing traffic performance in converged networks
Fast simulation of self-similar and correlated processes
Mathematics and Computers in Simulation
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Robustness of the whittle estimator applied to non-Gaussian long-range dependent processes
ASMTA'10 Proceedings of the 17th international conference on Analytical and stochastic modeling techniques and applications
EURASIP Journal on Wireless Communications and Networking - Special issue on dynamic spectrum access: from the concept to the implementation
Suitability of the M/G/∞ process for modeling scalable H.264 video traffic
ASMTA'11 Proceedings of the 18th international conference on Analytical and stochastic modeling techniques and applications
Analysis of the distribution of the statistic of a test for discriminating correlated processes
NEW2AN'11/ruSMART'11 Proceedings of the 11th international conference and 4th international conference on Smart spaces and next generation wired/wireless networking
Adaptive bandwidth allocation method for long range dependence traffic
IPOM'06 Proceedings of the 6th IEEE international conference on IP Operations and Management
On improving the efficiency of an M/G/∞ generator of correlated traces
Operations Research Letters
On the time scales in video traffic characterization for queueing behavior
Computer Communications
Cross-layer quality-based resource reservation for scalable multimedia
Computer Communications
A self-extracting accurate modeling for bounded-delay video services
Computer Communications
A refined version of M/G/∞ processes for modelling VBR video traffic
Computer Communications
Model selection for long-memory processes in the spectral domain
Computer Communications
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Statistical evidence suggests that the autocorrelation function p(k) (k=0,1,...) of a compressed-video sequence is better captured by p(k)=e-β√k than by p(k)=k-β=e-βlogk (long-range dependence) or p(k)=e-βk (Markovian). A video model with such a correlation structure is introduced based on the so-called M/G/∞ input processes. In essence, the M/G/∞ process is a stationary version of the busy-server process of a discrete-time M/G/∞ queue. By varying G, many forms of time dependence can be displayed, which makes the class of M/G/∞ input models a good candidate for modeling many types of correlated traffic in computer networks. For video traffic, we derive the appropriate G that gives the desired correlation function p(k)=e-β√k. Though not Markovian, this model is shown to exhibit short-range dependence. Poisson variates of the M/G/∞ model are appropriately transformed to capture the marginal distribution of a video sequence. Using the performance of a real video stream as a reference, we study via simulations the queueing performance under three video models: our M/G/∞ model, the fractional ARIMA model (which exhibits LRD), and the DAR(1) model (which exhibits a Markovian structure). Our results indicate that only the M/G/∞ model is capable of consistently providing acceptable predictions of the actual queueing performance. Furthermore, only O(n) computations are required to generate an M/G/∞ trace of length n, compared to O(n2) for an F-ARIMA trace