Graph-Based Algorithms for Boolean Function Manipulation
IEEE Transactions on Computers
SIGMOD '97 Proceedings of the 1997 ACM SIGMOD international conference on Management of data
Deriving traffic demands for operational IP networks: methodology and experience
Proceedings of the conference on Applications, Technologies, Architectures, and Protocols for Computer Communication
Internet packet filter management and rectangle geometry
SODA '01 Proceedings of the twelfth annual ACM-SIAM symposium on Discrete algorithms
Aguri: An Aggregation-Based Traffic Profiler
COST 263 Proceedings of the Second International Workshop on Quality of Future Internet Services
Algorithms for Improving the Dependability of Firewall and Filter Rule Lists
DSN '00 Proceedings of the 2000 International Conference on Dependable Systems and Networks (formerly FTCS-30 and DCCA-8)
New directions in traffic measurement and accounting: Focusing on the elephants, ignoring the mice
ACM Transactions on Computer Systems (TOCS)
Automatically inferring patterns of resource consumption in network traffic
Proceedings of the 2003 conference on Applications, technologies, architectures, and protocols for computer communications
A Consumer Report on BDD Packages
SBCCI '03 Proceedings of the 16th symposium on Integrated circuits and systems design
Proceedings of the 3rd ACM SIGCOMM conference on Internet measurement
Flow sampling under hard resource constraints
Proceedings of the joint international conference on Measurement and modeling of computer systems
ACCEL-RATE: a faster mechanism for memory efficient per-flow traffic estimation
Proceedings of the joint international conference on Measurement and modeling of computer systems
Proceedings of the 2004 conference on Applications, technologies, architectures, and protocols for computer communications
Online identification of hierarchical heavy hitters: algorithms, evaluation, and applications
Proceedings of the 4th ACM SIGCOMM conference on Internet measurement
FlowScan: A Network Traffic Flow Reporting and Visualization Tool
LISA '00 Proceedings of the 14th USENIX conference on System administration
Estimating arbitrary subset sums with few probes
Proceedings of the twenty-fourth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Dynamic rule-ordering optimization for high-speed firewall filtering
ASIACCS '06 Proceedings of the 2006 ACM Symposium on Information, computer and communications security
FIREMAN: A Toolkit for FIREwall Modeling and ANalysis
SP '06 Proceedings of the 2006 IEEE Symposium on Security and Privacy
Learn more, sample less: control of volume and variance in network measurement
IEEE Transactions on Information Theory
A generic language for application-specific flow sampling
ACM SIGCOMM Computer Communication Review
Fast monitoring of traffic subpopulations
Proceedings of the 8th ACM SIGCOMM conference on Internet measurement
A programmable architecture for scalable and real-time network traffic measurements
Proceedings of the 4th ACM/IEEE Symposium on Architectures for Networking and Communications Systems
Understanding IPv6 Usage: Communities and Behaviors
APNOMS '08 Proceedings of the 11th Asia-Pacific Symposium on Network Operations and Management: Challenges for Next Generation Network Operations and Service Management
Robust network monitoring in the presence of non-cooperative traffic queries
Computer Networks: The International Journal of Computer and Telecommunications Networking
Modeling and understanding end-to-end class of service policies in operational networks
Proceedings of the ACM SIGCOMM 2009 conference on Data communication
Router primitives for programmable active measurement
Proceedings of the 2nd ACM SIGCOMM workshop on Programmable routers for extensible services of tomorrow
On mitigating sampling-induced accuracy loss in traffic anomaly detection systems
ACM SIGCOMM Computer Communication Review
Computer Networks: The International Journal of Computer and Telecommunications Networking
Measurouting: a framework for routing assisted traffic monitoring
INFOCOM'10 Proceedings of the 29th conference on Information communications
Two samples are enough: opportunistic flow-level latency estimation using netflow
INFOCOM'10 Proceedings of the 29th conference on Information communications
Proceedings of the ACM SIGCOMM 2010 conference
CLAMP: Efficient class-based sampling for flexible flow monitoring
Computer Networks: The International Journal of Computer and Telecommunications Networking
FAME: a firewall anomaly management environment
Proceedings of the 3rd ACM workshop on Assurable and usable security configuration
Revisiting the case for a minimalist approach for network flow monitoring
IMC '10 Proceedings of the 10th ACM SIGCOMM conference on Internet measurement
Network DVR: a programmable framework for application-aware trace collection
PAM'10 Proceedings of the 11th international conference on Passive and active measurement
ProgME: towards programmable network measurement
IEEE/ACM Transactions on Networking (TON)
Online measurement of large traffic aggregates on commodity switches
Hot-ICE'11 Proceedings of the 11th USENIX conference on Hot topics in management of internet, cloud, and enterprise networks and services
Fine-grained latency and loss measurements in the presence of reordering
Proceedings of the ACM SIGMETRICS joint international conference on Measurement and modeling of computer systems
Fine-grained latency and loss measurements in the presence of reordering
ACM SIGMETRICS Performance Evaluation Review - Performance evaluation review
Streaming Solutions for Fine-Grained Network Traffic Measurements and Analysis
Proceedings of the 2011 ACM/IEEE Seventh Symposium on Architectures for Networking and Communications Systems
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
MeasuRouting: a framework for routing assisted traffic monitoring
IEEE/ACM Transactions on Networking (TON)
Opportunistic flow-level latency estimation using consistent netflow
IEEE/ACM Transactions on Networking (TON)
Software defined traffic measurement with OpenSketch
nsdi'13 Proceedings of the 10th USENIX conference on Networked Systems Design and Implementation
An adaptive flow counting method for anomaly detection in SDN
Proceedings of the ninth ACM conference on Emerging networking experiments and technologies
High-fidelity per-flow delay measurements with reference latency interpolation
IEEE/ACM Transactions on Networking (TON)
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Traffic measurements provide critical input for a wide range of network management applications, including traffic engineering, accounting, and security analysis. Existing measurement tools collect traffic statistics based on some pre-determined, inflexible concept of "flows". They do not have sufficient built-in intelligence to understand the application requirements or adapt to the traffic conditions. Consequently, they have limited scalability with respect to the number of flows and the heterogeneity of monitoring applications. We present ProgME, a Programmable MEasurement architecture based on a novel concept of flowset - arbitrary set of flows defined according to application requirements and/or traffic conditions. Through a simple flowset composition language, ProgME can incorporate application requirements, adapt itself to circumvent the challenges on scalability posed by the large number of flows, and achieve a better application-perceived accuracy. ProgME can analyze and adapt to traffic statistics in real-time. Using sequential hypothesis test, ProgME can achieve fast and scalable heavy hitter identification.