Continuous-time hidden Markov models for network performance evaluation
Performance Evaluation
On the long-run behavior of equation-based rate control
Proceedings of the 2002 conference on Applications, technologies, architectures, and protocols for computer communications
Measurement Based Modeling of Quality of Service in the Internet: A Methodological Approach
IWDC '01 Proceedings of the Thyrrhenian International Workshop on Digital Communications: Evolutionary Trends of the Internet
Performance Issues of Multimedia Applications
Performance Evaluation of Complex Systems: Techniques and Tools, Performance 2002, Tutorial Lectures
A framework for interpreting measurement over Internet
MoMeTools '03 Proceedings of the ACM SIGCOMM workshop on Models, methods and tools for reproducible network research
An adaptive FEC algorithm using hidden Markov chains
ACM SIGMETRICS Performance Evaluation Review - Special issue on the fifth workshop on MAthematical performance Modeling and Analysis (MAMA 2003)
Modeling frame-level errors in GSM wireless channels
Performance Evaluation - Internet performance symposium (IPS 2002)
Flow classification by histograms: or how to go on safari in the internet
Proceedings of the joint international conference on Measurement and modeling of computer systems
ARC: the analytical rate control scheme for real-time traffic in wireless networks
IEEE/ACM Transactions on Networking (TON)
Modeling the short-term dynamics of packet losses
ACM SIGMETRICS Performance Evaluation Review
Predicting packet loss statistics with hidden Markov models
ACM SIGMETRICS Performance Evaluation Review
Quality assessment of interactive voice applications
Computer Networks: The International Journal of Computer and Telecommunications Networking
Internet traffic modeling by means of Hidden Markov Models
Computer Networks: The International Journal of Computer and Telecommunications Networking
An autonomic ENUM implementation in network simulator-2
Proceedings of the 1st international conference on Simulation tools and techniques for communications, networks and systems & workshops
A non-equilibrium analysis and control framework for active queue management
Automatica (Journal of IFAC)
An analytical model for end-to-end communication channel over PLCN based on QBDs
Information Processing Letters
M&M: multi-level Markov model for wireless link simulations
Proceedings of the 7th ACM Conference on Embedded Networked Sensor Systems
Journal of Visual Communication and Image Representation
Rigorous statistical analysis of internet loss measurements
Proceedings of the ACM SIGMETRICS international conference on Measurement and modeling of computer systems
Dynamic resource modeling for heterogeneous wireless networks
ICC'09 Proceedings of the 2009 IEEE international conference on Communications
Performance analysis for (X,S)-bottleneck cell in large-scale wireless networks
Information Processing Letters
Path diversity over packet switched networks: performance analysis and rate allocation
IEEE/ACM Transactions on Networking (TON)
Model-based decision framework for autonomous application migration
ASMTA'11 Proceedings of the 18th international conference on Analytical and stochastic modeling techniques and applications
Internet traffic source based on hidden Markov model
NEW2AN'11/ruSMART'11 Proceedings of the 11th international conference and 4th international conference on Smart spaces and next generation wired/wireless networking
Model-based identification of dominant congested links
IEEE/ACM Transactions on Networking (TON)
Towards a bayesian statistical model for the classification of the causes of data loss
HPCC'05 Proceedings of the First international conference on High Performance Computing and Communications
Predicting packet loss statistics with hidden Markov models for FEC control
Computer Networks: The International Journal of Computer and Telecommunications Networking
Logic and model checking for hidden markov models
FORTE'05 Proceedings of the 25th IFIP WG 6.1 international conference on Formal Techniques for Networked and Distributed Systems
Performance evaluation with hidden markov models
PERFORM'10 Proceedings of the 2010 IFIP WG 6.3/7.3 international conference on Performance Evaluation of Computer and Communication Systems: milestones and future challenges
Belief bisimulation for hidden markov models: logical characterisation and decision algorithm
NFM'12 Proceedings of the 4th international conference on NASA Formal Methods
Rigorous statistical analysis of internet loss measurements
IEEE/ACM Transactions on Networking (TON)
Improving wireless link simulation using multilevel markov models
ACM Transactions on Sensor Networks (TOSN)
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In this paper we perform the statistical analysis of an Internet communication channel. Our study is based on a Hidden Markov Model (HMM). The channel switches between different states; to each state corresponds the probability that a packet sent by the transmitter will be lost. The transition between the different states of the channel is governed by a Markov chain; this Markov chain is not observed directly, but the received packet flow provides some probabilistic information about the current state of the channel, as well as some information about the parameters of the model. In this paper we detail some useful algorithms for the estimation of the channel parameters, and for making inference about the state of the channel. We discuss the relevance of the Markov model of the channel; we also discuss how many states are required to pertinently model a real communication channel.