Deriving traffic demands for operational IP networks: methodology and experience
IEEE/ACM Transactions on Networking (TON)
Iterative Bayesian estimation of network traffic matrices in the case of bursty flows
Proceedings of the 2nd ACM SIGCOMM Workshop on Internet measurment
Fast accurate computation of large-scale IP traffic matrices from link loads
SIGMETRICS '03 Proceedings of the 2003 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
Performance of estimated traffic matrices in traffic engineering
SIGMETRICS '03 Proceedings of the 2003 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
An information-theoretic approach to traffic matrix estimation
Proceedings of the 2003 conference on Applications, technologies, architectures, and protocols for computer communications
Proceedings of the 2003 conference on Applications, technologies, architectures, and protocols for computer communications
A framework for interpreting measurement over Internet
MoMeTools '03 Proceedings of the ACM SIGCOMM workshop on Models, methods and tools for reproducible network research
Traffic engineering with estimated traffic matrices
Proceedings of the 3rd ACM SIGCOMM conference on Internet measurement
ACM SIGCOMM Computer Communication Review
Decoupling policy from mechanism in Internet routing
ACM SIGCOMM Computer Communication Review
Structural analysis of network traffic flows
Proceedings of the joint international conference on Measurement and modeling of computer systems
How to identify and estimate the largest traffic matrix elements in a dynamic environment
Proceedings of the joint international conference on Measurement and modeling of computer systems
Data streaming algorithms for efficient and accurate estimation of flow size distribution
Proceedings of the joint international conference on Measurement and modeling of computer systems
Coping with network failures: routing strategies for optimal demand oblivious restoration
Proceedings of the joint international conference on Measurement and modeling of computer systems
Recovering latent time-series from their observed sums: network tomography with particle filters.
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
Diagnosing network-wide traffic anomalies
Proceedings of the 2004 conference on Applications, technologies, architectures, and protocols for computer communications
Network sensitivity to hot-potato disruptions
Proceedings of the 2004 conference on Applications, technologies, architectures, and protocols for computer communications
Traffic matrix estimation on a large IP backbone: a comparison on real data
Proceedings of the 4th ACM SIGCOMM conference on Internet measurement
A distributed approach to measure IP traffic matrices
Proceedings of the 4th ACM SIGCOMM conference on Internet measurement
A methodology for estimating interdomain web traffic demand
Proceedings of the 4th ACM SIGCOMM conference on Internet measurement
Measurement based characterization and provisioning of IP VPNs
Proceedings of the 4th ACM SIGCOMM conference on Internet measurement
Data streaming algorithms for accurate and efficient measurement of traffic and flow matrices
SIGMETRICS '05 Proceedings of the 2005 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
Traffic matrices: balancing measurements, inference and modeling
SIGMETRICS '05 Proceedings of the 2005 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
Stochastic traffic engineering for demand uncertainty and risk-aware network revenue management
IEEE/ACM Transactions on Networking (TON)
The problem of synthetically generating IP traffic matrices: initial recommendations
ACM SIGCOMM Computer Communication Review
A quantitative measure for telecommunications networks topology design
IEEE/ACM Transactions on Networking (TON)
BGP routing changes: merging views from two ISPs
ACM SIGCOMM Computer Communication Review
Simplifying the synthesis of internet traffic matrices
ACM SIGCOMM Computer Communication Review
IEEE/ACM Transactions on Networking (TON)
Providing public intradomain traffic matrices to the research community
ACM SIGCOMM Computer Communication Review
Traffic matrix tracking using Kalman filters
ACM SIGMETRICS Performance Evaluation Review - Special issue on the First ACM SIGMETRICS Workshop on Large Scale Network Inference (LSNI 2005)
NetQuest: a flexible framework for large-scale network measurement
SIGMETRICS '06/Performance '06 Proceedings of the joint international conference on Measurement and modeling of computer systems
Robust traffic matrix estimation with imperfect information: making use of multiple data sources
SIGMETRICS '06/Performance '06 Proceedings of the joint international conference on Measurement and modeling of computer systems
Realistic and responsive network traffic generation
Proceedings of the 2006 conference on Applications, technologies, architectures, and protocols for computer communications
ACM SIGCOMM Computer Communication Review
An independent-connection model for traffic matrices
Proceedings of the 6th ACM SIGCOMM conference on Internet measurement
Making routing robust to changing traffic demands: algorithms and evaluation
IEEE/ACM Transactions on Networking (TON)
Estimating the source-destination traffic matrix of a VPN from access-link loads
Computer Communications
Quantile sampling for practical delay monitoring in Internet backbone networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
An empirical approach to modeling inter-AS traffic matrices
IMC '05 Proceedings of the 5th ACM SIGCOMM conference on Internet Measurement
Two-phase routing, scheduling and power control for wireless mesh networks with variable traffic
Proceedings of the 2007 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
Interface split routing for finer-grained traffic engineering
Performance Evaluation
Integrated topology control and routing in wireless optical mesh networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
Routing control in IP-networks with the variable performance criterion
Automation and Remote Control
Estimating dynamic traffic matrices by using viable routing changes
IEEE/ACM Transactions on Networking (TON)
IGP link weight assignment for operational Tier-1 backbones
IEEE/ACM Transactions on Networking (TON)
Challenging the supremacy of traffic matrices in anomaly detection
Proceedings of the 7th ACM SIGCOMM conference on Internet measurement
Blind source separation approach to performance diagnosis and dependency discovery
Proceedings of the 7th ACM SIGCOMM conference on Internet measurement
A data streaming algorithm for estimating entropies of od flows
Proceedings of the 7th ACM SIGCOMM conference on Internet measurement
Improving service differentiation in IP networks through dual topology routing
CoNEXT '07 Proceedings of the 2007 ACM CoNEXT conference
Reformulating the monitor placement problem: optimal network-wide sampling
CoNEXT '06 Proceedings of the 2006 ACM CoNEXT conference
Race conditions in coexisting overlay networks
IEEE/ACM Transactions on Networking (TON)
Measurement-based characterization of IP VPNs
IEEE/ACM Transactions on Networking (TON)
Optimal scheduling and routing for maximum network throughput
IEEE/ACM Transactions on Networking (TON)
Optimal sampling in state space models with applications to network monitoring
SIGMETRICS '08 Proceedings of the 2008 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
Statistical techniques for detecting traffic anomalies through packet header data
IEEE/ACM Transactions on Networking (TON)
Packet caches on routers: the implications of universal redundant traffic elimination
Proceedings of the ACM SIGCOMM 2008 conference on Data communication
E2E performance based AS-level internet modeling
SpringSim '07 Proceedings of the 2007 spring simulaiton multiconference - Volume 1
Towards low-complexity Internet traffic engineering: The Adaptive Multi-Path algorithm
Computer Networks: The International Journal of Computer and Telecommunications Networking
Class-Based OSPF Traffic Engineering Inspired on Evolutionary Computation
WWIC '07 Proceedings of the 5th international conference on Wired/Wireless Internet Communications
Research on the Traffic Matrix Based on Sampling Model
ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications
An Estimating Traffic Scheme Based on Adaline
ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks, Part II
Load-Balanced IP Fast Failure Recovery
IPOM '08 Proceedings of the 8th IEEE international workshop on IP Operations and Management
On the predictive power of shortest-path weight inference
Proceedings of the 8th ACM SIGCOMM conference on Internet measurement
Towards a meaningful MRA of traffic matrices
Proceedings of the 8th ACM SIGCOMM conference on Internet measurement
Certainty closure: Reliable constraint reasoning with incomplete or erroneous data
ACM Transactions on Computational Logic (TOCL)
Traffic matrix estimation based on a square root Kalman filtering algorithm
International Journal of Network Management
OD Count Estimation Based on Link Count Data
APNOMS '08 Proceedings of the 11th Asia-Pacific Symposium on Network Operations and Management: Challenges for Next Generation Network Operations and Service Management
Traffic Matrix Estimation Using Square Root Filtering/Smoothing Algorithm
APNOMS '08 Proceedings of the 11th Asia-Pacific Symposium on Network Operations and Management: Challenges for Next Generation Network Operations and Service Management
NetQuest: a flexible framework for large-scale network measurement
IEEE/ACM Transactions on Networking (TON)
Routing optimization in wireless mesh networks under uncertain traffic demands
Proceedings of the 5th International ICST Conference on Heterogeneous Networking for Quality, Reliability, Security and Robustness
Balancing performance, robustness and flexibility in routing systems
CoNEXT '08 Proceedings of the 2008 ACM CoNEXT Conference
Oblivious routing of highly variable traffic in service overlays and IP backbones
IEEE/ACM Transactions on Networking (TON)
A traffic engineering approach for placement and selection of network services
IEEE/ACM Transactions on Networking (TON)
Swing: realistic and responsive network traffic generation
IEEE/ACM Transactions on Networking (TON)
Locally restorable routing of highly variable traffic
IEEE/ACM Transactions on Networking (TON)
Spatio-temporal compressive sensing and internet traffic matrices
Proceedings of the ACM SIGCOMM 2009 conference on Data communication
Incremental deployment of network monitors based on Group Betweenness Centrality
Information Processing Letters
Deriving cramér-rao bounds and maximum likelihood estimators for traffic matrix inference
ACM SIGMETRICS Performance Evaluation Review
Guaranteed performance routing of unpredictable traffic with fast path restoration
IEEE/ACM Transactions on Networking (TON)
A Methodology of Traffic Engineering to IP Backbone
IPOM '09 Proceedings of the 9th IEEE International Workshop on IP Operations and Management
The measurement paradox in valiant network design
Research Letters in Communications
Resilience analysis of packet-witched communication networks
IEEE/ACM Transactions on Networking (TON)
Bandwidth sensitive multi-path routing algorithm
WOC '08 Proceedings of the Eighth IASTED International Conference on Wireless and Optical Communications
Harnessing Traffic Uncertainties in Wireless Mesh Networks--A Stochastic Optimization Approach
Mobile Networks and Applications
Robust network dimensioning for realtime services over IP networks with traffic deviation
Computer Communications
Traffic matrix estimation based on Markovian arrival process of order two (MAP-2)
ITC20'07 Proceedings of the 20th international teletraffic conference on Managing traffic performance in converged networks
Network availability based service differentiation
IWQoS'03 Proceedings of the 11th international conference on Quality of service
Improving the interaction between overlay routing and traffic engineering
NETWORKING'08 Proceedings of the 7th international IFIP-TC6 networking conference on AdHoc and sensor networks, wireless networks, next generation internet
Traffic engineering and routing in IP networks with centralized control
NETWORKING'08 Proceedings of the 7th international IFIP-TC6 networking conference on AdHoc and sensor networks, wireless networks, next generation internet
On the use of random neural networks for traffic matrix estimation in large-scale IP networks
Proceedings of the 6th International Wireless Communications and Mobile Computing Conference
Measurouting: a framework for routing assisted traffic monitoring
INFOCOM'10 Proceedings of the 29th conference on Information communications
Minimizing node churn in peer-to-peer streaming
Computer Communications
Quality of Service constrained routing optimization using Evolutionary Computation
Applied Soft Computing
Blind maximum likelihood estimation of traffic matrices under long-range dependent traffic
Computer Networks: The International Journal of Computer and Telecommunications Networking
The case for fine-grained traffic engineering in data centers
INM/WREN'10 Proceedings of the 2010 internet network management conference on Research on enterprise networking
Flowroute: inferring forwarding table updates using passive flow-level measurements
IMC '10 Proceedings of the 10th ACM SIGCOMM conference on Internet measurement
YouTube traffic dynamics and its interplay with a tier-1 ISP: an ISP perspective
IMC '10 Proceedings of the 10th ACM SIGCOMM conference on Internet measurement
OpenTM: traffic matrix estimator for OpenFlow networks
PAM'10 Proceedings of the 11th international conference on Passive and active measurement
Fine two-phase routing over shortest paths with traffic matrix
Computer Networks: The International Journal of Computer and Telecommunications Networking
Throughput optimisation of inter- and intra-domain autonomous systems traffic engineering
International Journal of Communication Networks and Distributed Systems
Leveraging router programmability for traffic matrix computation
Proceedings of the Workshop on Programmable Routers for Extensible Services of Tomorrow
Proceedings of the 6th International COnference
From traffic matrix to routing matrix: PoP level traffic characteristics for a Tier-1 ISP
ACM SIGMETRICS Performance Evaluation Review
Reactive Robust Routing: Anomaly Localization and Routing Reconfiguration for Dynamic Networks
Journal of Network and Systems Management
Computer Networks: The International Journal of Computer and Telecommunications Networking
Adaptive load-balancing in WDM mesh networks with performance guarantees
Photonic Network Communications
Traffic engineering approaches using multicriteria optimization techniques
WWIC'11 Proceedings of the 9th IFIP TC 6 international conference on Wired/wireless internet communications
A cooperative network monitoring overlay
NEW2AN'11/ruSMART'11 Proceedings of the 11th international conference and 4th international conference on Smart spaces and next generation wired/wireless networking
Traffic-oblivious routing in the hose model
IEEE/ACM Transactions on Networking (TON)
Graceful network state migrations
IEEE/ACM Transactions on Networking (TON)
ACM Transactions on Modeling and Computer Simulation (TOMACS)
Towards a universal sketch for origin-destination network measurements
NPC'11 Proceedings of the 8th IFIP international conference on Network and parallel computing
An approximation method of origin-destination flow traffic from link load counts
Computers and Electrical Engineering
MicroTE: fine grained traffic engineering for data centers
Proceedings of the Seventh COnference on emerging Networking EXperiments and Technologies
Efficient OSPF weight allocation for intra-domain qos optimization
IPOM'06 Proceedings of the 6th IEEE international conference on IP Operations and Management
Constraint based resilience analysis
CP'06 Proceedings of the 12th international conference on Principles and Practice of Constraint Programming
An assignment model on traffic matrix estimation
ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part II
Designing a predictable internet backbone with valiant load-balancing
IWQoS'05 Proceedings of the 13th international conference on Quality of Service
On the feasibility and efficacy of protection routing in IP networks
IEEE/ACM Transactions on Networking (TON)
Internet traffic mid-term forecasting: a pragmatic approach using statistical analysis tools
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
Provisioning VPN over shared network infrastructure
ICN'05 Proceedings of the 4th international conference on Networking - Volume Part I
Traffic matrix reloaded: impact of routing changes
PAM'05 Proceedings of the 6th international conference on Passive and Active Network Measurement
Performance of traffic engineering in operational IP networks – an experimental study
IPOM'05 Proceedings of the 5th IEEE international conference on Operations and Management in IP-Based Networks
ResiLyzer: a tool for resilience analysis in packet-switched communication networks
MMB&DFT'10 Proceedings of the 15th international GI/ITG conference on Measurement, Modelling, and Evaluation of Computing Systems and Dependability and Fault Tolerance
Handling transient link failures using alternate next hop counters
NETWORKING'10 Proceedings of the 9th IFIP TC 6 international conference on Networking
A modified parallel optimization system for updating large-size time-evolving flow matrix
Information Sciences: an International Journal
MeasuRouting: a framework for routing assisted traffic monitoring
IEEE/ACM Transactions on Networking (TON)
Single-path routing of stochastic flows in networks
Operations Research Letters
Spatio-temporal compressive sensing and internet traffic matrices
IEEE/ACM Transactions on Networking (TON)
Computer Networks: The International Journal of Computer and Telecommunications Networking
On traffic matrix completion in the internet
Proceedings of the 2012 ACM conference on Internet measurement conference
Distributed Intelligence for Constructing Economic Models
International Journal of Organizational and Collective Intelligence
B4: experience with a globally-deployed software defined wan
Proceedings of the ACM SIGCOMM 2013 conference on SIGCOMM
Congestion removing performance of stackable ROADM in WDM networks under dynamic traffic
Computer Networks: The International Journal of Computer and Telecommunications Networking
A framework for robust traffic engineering using evolutionary computation
AIMS'13 Proceedings of the 7th IFIP WG 6.6 international conference on Autonomous Infrastructure, Management, and Security: emerging management mechanisms for the future internet - Volume 7943
Bailout forward contracts for edge-to-edge internet services
Computer Communications
Online OSPF weights optimization in IP networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
A system for generating and injecting indistinguishable network decoys
Journal of Computer Security
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Very few techniques have been proposed for estimating traffic matrices in the context of Internet traffic. Our work on POP-to-POP traffic matrices (TM) makes two contributions. The primary contribution is the outcome of a detailed comparative evaluation of the three existing techniques. We evaluate these methods with respect to the estimation errors yielded, sensitivity to prior information required and sensitivity to the statistical assumptions they make. We study the impact of characteristics such as path length and the amount of link sharing on the estimation errors. Using actual data from a Tier-1 backbone, we assess the validity of the typical assumptions needed by the TM estimation techniques. The secondary contribution of our work is the proposal of a new direction for TM estimation based on using choice models to model POP fanouts. These models allow us to overcome some of the problems of existing methods because they can incorporate additional data and information about POPs and they enable us to make a fundamentally different kind of modeling assumption. We validate this approach by illustrating that our modeling assumption matches actual Internet data well. Using two initial simple models we provide a proof of concept showing that the incorporation of knowledge of POP features (such as total incoming bytes, number of customers, etc.) can reduce estimation errors. Our proposed approach can be used in conjunction with existing or future methods in that it can be used to generate good priors that serve as inputs to statistical inference techniques.