LAPACK Users' guide (third ed.)
LAPACK Users' guide (third ed.)
Deriving traffic demands for operational IP networks: methodology and experience
IEEE/ACM Transactions on Networking (TON)
Traffic matrix estimation: existing techniques and new directions
Proceedings of the 2002 conference on Applications, technologies, architectures, and protocols for computer communications
Experience in measuring backbone traffic variability: models, metrics, measurements and meaning
Proceedings of the 2nd ACM SIGCOMM Workshop on Internet measurment
Teletraffic modeling for personal communications services
IEEE Communications Magazine
The use of end-to-end multicast measurements for characterizing internal network behavior
IEEE Communications Magazine
Optimizing OSPF/IS-IS weights in a changing world
IEEE Journal on Selected Areas in Communications
NetScope: traffic engineering for IP networks
IEEE Network: The Magazine of Global Internetworking
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
On selfish routing in internet-like environments
Proceedings of the 2003 conference on Applications, technologies, architectures, and protocols for computer communications
An information-theoretic approach to traffic matrix estimation
Proceedings of the 2003 conference on Applications, technologies, architectures, and protocols for computer communications
Traffic engineering with estimated traffic matrices
Proceedings of the 3rd ACM SIGCOMM conference on Internet measurement
Reverse engineering the Internet
ACM SIGCOMM Computer Communication Review
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
The impact of BGP dynamics on intra-domain traffic
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
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
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
Collaborative Internet Worm Containment
IEEE Security and Privacy
The problem of synthetically generating IP traffic matrices: initial recommendations
ACM SIGCOMM Computer Communication Review
Edge-based traffic engineering for OSPF networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
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)
Secure distributed data-mining and its application to large-scale network measurements
ACM SIGCOMM Computer Communication Review
Providing public intradomain traffic matrices to the research community
ACM SIGCOMM Computer Communication Review
Parameter inference of queueing models for IT systems using end-to-end measurements
Performance Evaluation
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
A fast lightweight approach to origin-destination IP traffic estimation using partial measurements
IEEE/ACM Transactions on Networking (TON) - Special issue on networking and information theory
Modeling adoptability of secure BGP protocol
Proceedings of the 2006 conference on Applications, technologies, architectures, and protocols for computer communications
An independent-connection model for traffic matrices
Proceedings of the 6th ACM SIGCOMM conference on Internet measurement
Traffic Engineering and QoS Optimization of Integrated Voice & Data Networks
Traffic Engineering and QoS Optimization of Integrated Voice & Data Networks
On selfish routing in internet-like environments
IEEE/ACM Transactions on Networking (TON)
Estimating the source-destination traffic matrix of a VPN from access-link loads
Computer Communications
Origin-Destination Network Tomography with Bayesian Inversion Approach
WI '06 Proceedings of the 2006 IEEE/WIC/ACM International Conference on Web Intelligence
Optimal combination of sampled network measurements
IMC '05 Proceedings of the 5th ACM SIGCOMM conference on Internet Measurement
An empirical approach to modeling inter-AS traffic matrices
IMC '05 Proceedings of the 5th ACM SIGCOMM conference on Internet Measurement
Sensitivity of PCA for traffic anomaly detection
Proceedings of the 2007 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
Identifying lossy links in wired/wireless networks by exploiting sparse characteristics
Computer Networks: The International Journal of Computer and Telecommunications Networking
Estimating dynamic traffic matrices by using viable routing changes
IEEE/ACM Transactions on Networking (TON)
Quality-of-service class specific traffic matrices in ip/mpls networks
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
Reformulating the monitor placement problem: optimal network-wide sampling
CoNEXT '06 Proceedings of the 2006 ACM CoNEXT conference
Measurement-based characterization of IP VPNs
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
CSAMP: a system for network-wide flow monitoring
NSDI'08 Proceedings of the 5th USENIX Symposium on Networked Systems Design and Implementation
A game-theoretic analysis of the implications of overlay network traffic on ISP peering
Computer Networks: The International Journal of Computer and Telecommunications Networking
Research on the Traffic Matrix Based on Sampling Model
ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications
Towards a meaningful MRA of traffic matrices
Proceedings of the 8th ACM SIGCOMM conference on Internet measurement
Traffic matrix estimation based on a square root Kalman filtering algorithm
International Journal of Network Management
Application of attractor selection to adaptive virtual network topology control
Proceedings of the 3rd International Conference on Bio-Inspired Models of Network, Information and Computing Sytems
NetQuest: a flexible framework for large-scale network measurement
IEEE/ACM Transactions on Networking (TON)
A traffic engineering approach for placement and selection of network services
IEEE/ACM Transactions on Networking (TON)
A Policy-Driven Network Management System for the Dynamic Configuration of Military Networks
AIMS '09 Proceedings of the 3rd International Conference on Autonomous Infrastructure, Management and Security: Scalability of Networks and Services
Exploiting traffic sampling techniques for mobile peer networking
Proceedings of the 2009 International Conference on Wireless Communications and Mobile Computing: Connecting the World Wirelessly
Every microsecond counts: tracking fine-grain latencies with a lossy difference aggregator
Proceedings of the ACM SIGCOMM 2009 conference on Data communication
Spatio-temporal compressive sensing and internet traffic matrices
Proceedings of the ACM SIGCOMM 2009 conference on Data communication
The nature of data center traffic: measurements & analysis
Proceedings of the 9th ACM SIGCOMM conference on Internet measurement conference
Edge-based traffic engineering for OSPF networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
GARCH model-based large-scale IP traffic matrix estimation
IEEE Communications Letters
Robust load-balancing under statistical uncertainty: models and polynomial-time algorithms
NGI'09 Proceedings of the 5th Euro-NGI conference on Next Generation Internet networks
IM'09 Proceedings of the 11th IFIP/IEEE international conference on Symposium on Integrated Network Management
A new small-world rewiring method for construction of HOT based router-level network topologies
WOCN'09 Proceedings of the Sixth international conference on Wireless and Optical Communications Networks
Stable and robust multipath oblivious routing for traffic engineering
ITC20'07 Proceedings of the 20th international teletraffic conference on Managing traffic performance in converged networks
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
Achieving IP routing stability with optical bypass
ANTS'09 Proceedings of the 3rd international conference on Advanced networks and telecommunication systems
Multi-commodity flow traffic engineering with hybrid MPLS/OSPF routing
GLOBECOM'09 Proceedings of the 28th IEEE conference on Global telecommunications
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
Cooperative interdomain traffic engineering using Nash bargaining and decomposition
IEEE/ACM Transactions on Networking (TON)
Gradually reconfiguring virtual network topologies based on estimated traffic matrices
IEEE/ACM Transactions on Networking (TON)
Coordinated sampling sans origin-destination identifiers: algorithms and analysis
COMSNETS'10 Proceedings of the 2nd international conference on COMmunication systems and NETworks
Computer Networks: The International Journal of Computer and Telecommunications Networking
Improving the scalability of data center networks with traffic-aware virtual machine placement
INFOCOM'10 Proceedings of the 29th conference on Information communications
CLAMP: Efficient class-based sampling for flexible flow monitoring
Computer Networks: The International Journal of Computer and Telecommunications Networking
Network prefix-level traffic profiling: Characterizing, modeling, and evaluation
Computer Networks: The International Journal of Computer and Telecommunications Networking
Fine two-phase routing over shortest paths with traffic matrix
Computer Networks: The International Journal of Computer and Telecommunications Networking
Performance evaluation of a unicast routing control agent for proactive diverse link selection
MILCOM'06 Proceedings of the 2006 IEEE conference on Military communications
Leveraging router programmability for traffic matrix computation
Proceedings of the Workshop on Programmable Routers for Extensible Services of Tomorrow
Network-wide deployment of intrusion detection and prevention systems
Proceedings of the 6th International COnference
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
Energy saving and cost reduction in multi-granularity green optical networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
Computer Networks: The International Journal of Computer and Telecommunications Networking
A case study of the accuracy of SNMP measurements
Journal of Electrical and Computer Engineering
Mutually controlled routing with independent ISPs
NSDI'07 Proceedings of the 4th USENIX conference on Networked systems design & implementation
VMFlow: leveraging VM mobility to reduce network power costs in data centers
NETWORKING'11 Proceedings of the 10th international IFIP TC 6 conference on Networking - Volume Part I
Joint time-frequency sparse estimation of large-scale network traffic
Computer Networks: The International Journal of Computer and Telecommunications Networking
Traffic engineering for multiple spanning tree protocol in large data centers
Proceedings of the 23rd International Teletraffic Congress
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
LEISURE: A Framework for Load-Balanced Network-Wide Traffic Measurement
Proceedings of the 2011 ACM/IEEE Seventh Symposium on Architectures for Networking and Communications Systems
An approximation method of origin-destination flow traffic from link load counts
Computers and Electrical Engineering
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
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
Application-defined control of virtual networks over IP-optical networks
Proceedings of the 7th International Conference on Network and Services Management
Traffic matrix reloaded: impact of routing changes
PAM'05 Proceedings of the 6th international conference on Passive and Active Network Measurement
A history of an internet exchange point
ACM SIGCOMM Computer Communication Review
Impact analysis of BGP sessions for prioritization of maintenance operations
Computer Networks: The International Journal of Computer and Telecommunications Networking
Dynamic routing at different layers in IP-over-WDM networks - Maximizing energy savings
Optical Switching and Networking
Achieving IP routing stability with optical bypass
Optical Switching and Networking
Spatio-temporal compressive sensing and internet traffic matrices
IEEE/ACM Transactions on Networking (TON)
Router support for fine-grained latency measurements
IEEE/ACM Transactions on Networking (TON)
IXP traffic: a macroscopic view
Proceedings of the 7th Latin American Networking Conference
Proceedings of the 24th International Teletraffic Congress
The internet-wide impact of P2P traffic localization on ISP profitability
IEEE/ACM Transactions on Networking (TON)
A power laws-based reconstruction approach to end-to-end network traffic
Journal of Network and Computer Applications
A compressive sensing-based reconstruction approach to network traffic
Computers and Electrical Engineering
Online OSPF weights optimization in IP networks
Computer Networks: The International Journal of Computer and Telecommunications Networking
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A matrix giving the traffic volumes between origin and destination in a network has tremendously potential utility for network capacity planning and management. Unfortunately, traffic matrices are generally unavailable in large operational IP networks. On the other hand, link load measurements are readily available in IP networks. In this paper, we propose a new method for practical and rapid inference of traffic matrices in IP networks from link load measurements, augmented by readily available network and routing configuration information. We apply and validate the method by computing backbone-router to backbone-router traffic matrices on a large operational tier-1 IP network -- a problem an order of magnitude larger than any other comparable method has tackled. The results show that the method is remarkably fast and accurate, delivering the traffic matrix in under five seconds.