Nick G. Duffield

Orcid: 0000-0001-7211-1584

According to our database1, Nick G. Duffield authored at least 162 papers between 1994 and 2024.

Collaborative distances:
  • Dijkstra number2 of three.
  • Erdős number3 of two.

Awards

ACM Fellow

ACM Fellow 2020, "For contributions to network measurement and analysis".

IEEE Fellow

IEEE Fellow 2005, "For contributions to the measurement, analysis and management of telecommunications networks.".

Timeline

Legend:

Book 
In proceedings 
Article 
PhD thesis 
Dataset
Other 

Links

Online presence:

On csauthors.net:

Bibliography

2024
In-Season Cotton Yield Prediction with Scale-Aware Convolutional Neural Network Models and Unmanned Aerial Vehicle RGB Imagery.
Sensors, April, 2024

A reinforcement learning-based routing algorithm for large street networks.
Int. J. Geogr. Inf. Sci., February, 2024

3D visualization of hurricane storm surge impact on urban infrastructure.
Urban Inform., 2024

Spectral Convolutional Conditional Neural Processes.
CoRR, 2024

Towards Invariant Time Series Forecasting in Smart Cities.
Proceedings of the Companion Proceedings of the ACM on Web Conference 2024, 2024

Learning Flexible Time-windowed Granger Causality Integrating Heterogeneous Interventional Time Series Data.
Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2024

2023
Adaptive Conditional Quantile Neural Processes.
Proceedings of the Uncertainty in Artificial Intelligence, 2023

Location-Aware Social Network Recommendation via Temporal Graph Networks.
Proceedings of the 7th ACM SIGSPATIAL Workshop on Location-based Recommendations, 2023

2022
Revealing the linguistic and geographical disparities of public awareness to Covid-19 outbreak through social media.
Int. J. Digit. Earth, 2022

Hashing Design in Modern Networks: Challenges and Mitigation Techniques.
Proceedings of the 2022 USENIX Annual Technical Conference, 2022

Multiscale Energy Network Tomography.
Proceedings of the IFIP Networking Conference, 2022

MoReL: Multi-omics Relational Learning.
Proceedings of the Tenth International Conference on Learning Representations, 2022

2021
Online Sampling of Temporal Networks.
ACM Trans. Knowl. Discov. Data, 2021

Bayesian Graph Contrastive Learning.
CoRR, 2021

Revealing the Global Linguistic and Geographical Disparities of Public Awareness to Covid-19 Outbreak through Social Media.
CoRR, 2021

A time-series clustering algorithm for analyzing the changes of mobility pattern caused by COVID-19.
Proceedings of the HANIMOB@SIGSPATIAL 2021: Proceedings of the 1st ACM SIGSPATIAL International Workshop on Animal Movement Ecology and Human Mobility, 2021

SmartWatch: accurate traffic analysis and flow-state tracking for intrusion prevention using SmartNICs.
Proceedings of the CoNEXT '21: The 17th International Conference on emerging Networking EXperiments and Technologies, Virtual Event, Munich, Germany, December 7, 2021

2020
Micro- and macro-level churn analysis of large-scale mobile games.
Knowl. Inf. Syst., 2020

Near-Optimal Disjoint-Path Facility Location Through Set Cover by Pairs.
Oper. Res., 2020

BayReL: Bayesian Relational Learning for Multi-omics Data Integration.
Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Adaptive Shrinkage Estimation for Streaming Graphs.
Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Poster: CO2: Collaborative Packet Classification for Network Functions with Overselection.
Proceedings of the 2020 IFIP Networking Conference, 2020

A SmartNIC-Accelerated Monitoring Platform for In-band Network Telemetry.
Proceedings of the 26th IEEE International Symposium on Local and Metropolitan Area Networks, 2020

Bayesian Graph Neural Networks with Adaptive Connection Sampling.
Proceedings of the 37th International Conference on Machine Learning, 2020

Context-aware Deep Representation Learning for Geo-spatiotemporal Analysis.
Proceedings of the 20th IEEE International Conference on Data Mining, 2020

Semi-Implicit Stochastic Recurrent Neural Networks.
Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

2019
Editorial.
Proc. ACM Meas. Anal. Comput. Syst., 2019

Temporal Network Sampling.
CoRR, 2019

Optimizing Consistent Merging and Pruning of Subgraphs in Network Tomography.
CoRR, 2019

Network Shrinkage Estimation.
CoRR, 2019

Real-Time Streaming Graph Embedding Through Local Actions.
Proceedings of the Companion of The 2019 World Wide Web Conference, 2019

Semi-Implicit Graph Variational Auto-Encoders.
Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

Variational Graph Recurrent Neural Networks.
Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

Piecewise Stationary Modeling of Random Processes Over Graphs With an Application to Traffic Prediction.
Proceedings of the 2019 IEEE International Conference on Big Data (IEEE BigData), 2019

2018
Streaming Network Embedding through Local Actions.
CoRR, 2018

Sampling for Approximate Bipartite Network Projection.
Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence, 2018

A Semi-Supervised and Inductive Embedding Model for Churn Prediction of Large-Scale Mobile Games.
Proceedings of the IEEE International Conference on Data Mining, 2018

2017
On Sampling from Massive Graph Streams.
Proc. VLDB Endow., 2017

Graphlet decomposition: framework, algorithms, and applications.
Knowl. Inf. Syst., 2017

Estimating Node Similarity by Sampling Streaming Bipartite Graphs.
CoRR, 2017

Stream Aggregation Through Order Sampling.
Proceedings of the 2017 ACM on Conference on Information and Knowledge Management, 2017

2016
On the Tradeoff between Stability and Fit.
ACM Trans. Algorithms, 2016

Efficient sampling for better OSN data provisioning.
Proceedings of the 54th Annual Allerton Conference on Communication, 2016

2015
Fast Parallel Graphlet Counting for Large Networks.
CoRR, 2015

Efficient Graphlet Counting for Large Networks.
Proceedings of the 2015 IEEE International Conference on Data Mining, 2015

2014
Algorithms and estimators for summarization of unaggregated data streams.
J. Comput. Syst. Sci., 2014

Sampling for big data: a tutorial.
Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2014

Graph sample and hold: a framework for big-graph analytics.
Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2014

Challenges and opportunities for analysis based research in big data.
Proceedings of the IEEE 33rd International Performance Computing and Communications Conference, 2014

2013
High-Fidelity Per-Flow Delay Measurements With Reference Latency Interpolation.
IEEE/ACM Trans. Netw., 2013

Editorial message from the program chairs.
Perform. Evaluation, 2013

Modeling Cellular User Mobility Using a Leap Graph.
Proceedings of the Passive and Active Measurement - 14th International Conference, 2013

Understanding the complexity of 3G UMTS network performance.
Proceedings of the IFIP Networking Conference, 2013, Brooklyn, 2013

Event detection using customer care calls.
Proceedings of the IEEE INFOCOM 2013, Turin, Italy, April 14-19, 2013, 2013

2012
Loss Episode Metrics for IP Performance Metrics (IPPM).
RFC, May, 2012

Opportunistic Flow-Level Latency Estimation Using Consistent NetFlow.
IEEE/ACM Trans. Netw., 2012

A Modular Machine Learning System for Flow-Level Traffic Classification in Large Networks.
ACM Trans. Knowl. Discov. Data, 2012

A scalable architecture for maintaining packet latency measurements.
Proceedings of the ACM SIGMETRICS/PERFORMANCE Joint International Conference on Measurement and Modeling of Computer Systems, 2012

Fair sampling across network flow measurements.
Proceedings of the ACM SIGMETRICS/PERFORMANCE Joint International Conference on Measurement and Modeling of Computer Systems, 2012

Don't let the negatives bring you down: sampling from streams of signed updates.
Proceedings of the ACM SIGMETRICS/PERFORMANCE Joint International Conference on Measurement and Modeling of Computer Systems, 2012

Characterizing data usage patterns in a large cellular network.
Proceedings of the 2012 ACM SIGCOMM workshop on Cellular networks: operations, 2012

Cuckoo sampling: Robust collection of flow aggregates under a fixed memory budget.
Proceedings of the IEEE INFOCOM 2012, Orlando, FL, USA, March 25-30, 2012, 2012

MAPLE: a scalable architecture for maintaining packet latency measurements.
Proceedings of the 12th ACM SIGCOMM Internet Measurement Conference, 2012

Tiresias: Online Anomaly Detection for Hierarchical Operational Network Data.
Proceedings of the 2012 IEEE 32nd International Conference on Distributed Computing Systems, 2012

2011
Efficient Stream Sampling for Variance-Optimal Estimation of Subset Sums.
SIAM J. Comput., 2011

Structure-Aware Sampling: Flexible and Accurate Summarization.
Proc. VLDB Endow., 2011

Structure-aware sampling on data streams.
Proceedings of the SIGMETRICS 2011, 2011

Large-scale app-based reporting of customer problems in cellular networks: potential and limitations.
Proceedings of the first ACM SIGCOMM workshop on Measurements up the stack, 2011

Efficient network-wide flow record generation.
Proceedings of the INFOCOM 2011. 30th IEEE International Conference on Computer Communications, 2011

Making sense of customer tickets in cellular networks.
Proceedings of the INFOCOM 2011. 30th IEEE International Conference on Computer Communications, 2011

Sketching the delay: tracking temporally uncorrelated flow-level latencies.
Proceedings of the 11th ACM SIGCOMM Internet Measurement Conference, 2011

Disjoint-Path Facility Location: Theory and Practice.
Proceedings of the Thirteenth Workshop on Algorithm Engineering and Experiments, 2011

2010
Multiobjective monitoring for SLA compliance.
IEEE/ACM Trans. Netw., 2010

Inferring applications at the network layer using collective traffic statistics.
Proceedings of the 22nd International Teletraffic Congress, 2010

Not all microseconds are equal: fine-grained per-flow measurements with reference latency interpolation.
Proceedings of the ACM SIGCOMM 2010 Conference on Applications, 2010

Two Samples are Enough: Opportunistic Flow-level Latency Estimation using NetFlow.
Proceedings of the INFOCOM 2010. 29th IEEE International Conference on Computer Communications, 2010

BasisDetect: a model-based network event detection framework.
Proceedings of the 10th ACM SIGCOMM Internet Measurement Conference, 2010

Flowroute: inferring forwarding table updates using passive flow-level measurements.
Proceedings of the 10th ACM SIGCOMM Internet Measurement Conference, 2010

NEVERMIND, the problem is already fixed: proactively detecting and troubleshooting customer DSL problems.
Proceedings of the 2010 ACM Conference on Emerging Networking Experiments and Technology, 2010

2009
Sampling and Filtering Techniques for IP Packet Selection.
RFC, March, 2009

A Framework for Packet Selection and Reporting.
RFC, March, 2009

On unbiased sampling for unstructured peer-to-peer networks.
IEEE/ACM Trans. Netw., 2009

Composable, Scalable, and Accurate Weight Summarization of Unaggregated Data Sets.
Proc. VLDB Endow., 2009

Stream sampling for variance-optimal estimation of subset sums.
Proceedings of the Twentieth Annual ACM-SIAM Symposium on Discrete Algorithms, 2009

Respondent-Driven Sampling for Characterizing Unstructured Overlays.
Proceedings of the INFOCOM 2009. 28th IEEE International Conference on Computer Communications, 2009

On Passive One-Way Loss Measurements Using Sampled Flow Statistics.
Proceedings of the INFOCOM 2009. 28th IEEE International Conference on Computer Communications, 2009

Rule-Based Anomaly Detection on IP Flows.
Proceedings of the INFOCOM 2009. 28th IEEE International Conference on Computer Communications, 2009

Network Performance Anomaly Detection and Localization.
Proceedings of the INFOCOM 2009. 28th IEEE International Conference on Computer Communications, 2009

2008
A geometric approach to improving active packet loss measurement.
IEEE/ACM Trans. Netw., 2008

Trajectory sampling with unreliable reporting.
IEEE/ACM Trans. Netw., 2008

Variance optimal sampling based estimation of subset sums
CoRR, 2008

Confident estimation for multistage measurement sampling and aggregation.
Proceedings of the 2008 ACM SIGMETRICS International Conference on Measurement and Modeling of Computer Systems, 2008

GRE Encapsulated Multicast Probing: A Scalable Technique for Measuring One-Way Loss.
Proceedings of the INFOCOM 2008. 27th IEEE International Conference on Computer Communications, 2008

Temporal Delay Tomography.
Proceedings of the INFOCOM 2008. 27th IEEE International Conference on Computer Communications, 2008

2007
Multicast inference of temporal loss characteristics.
Perform. Evaluation, 2007

Priority sampling for estimation of arbitrary subset sums.
J. ACM, 2007

Accurate and efficient SLA compliance monitoring.
Proceedings of the ACM SIGCOMM 2007 Conference on Applications, 2007

Sketching unaggregated data streams for subpopulation-size queries.
Proceedings of the Twenty-Sixth ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems, 2007

Measurement Informed Route Selection.
Proceedings of the Passive and Active Network Measurement, 8th Internatinoal Conference, 2007

A Framework for Multi-Objective SLA Compliance Monitoring.
Proceedings of the INFOCOM 2007. 26th IEEE International Conference on Computer Communications, 2007

Algorithms and estimators for accurate summarization of internet traffic.
Proceedings of the 7th ACM SIGCOMM Internet Measurement Conference, 2007

2006
Network loss tomography using striped unicast probes.
IEEE/ACM Trans. Netw., 2006

Explicit Loss Inference in Multicast Tomography.
IEEE Trans. Inf. Theory, 2006

Network Tomography of Binary Network Performance Characteristics.
IEEE Trans. Inf. Theory, 2006

Adaptive Defense Against Various Network Attacks.
IEEE J. Sel. Areas Commun., 2006

LADS: Large-scale Automated DDoS Detection System.
Proceedings of the 2006 USENIX Annual Technical Conference, 2006

VMScope: a virtual multicast VPN performance monitor.
Proceedings of the 2006 SIGCOMM Workshop on Internet Network Management, 2006

Sampling Techniques for Large, Dynamic Graphs.
Proceedings of the INFOCOM 2006. 25th IEEE International Conference on Computer Communications, 2006

2005
Estimating flow distributions from sampled flow statistics.
IEEE/ACM Trans. Netw., 2005

Learn more, sample less: control of volume and variance in network measurement.
IEEE Trans. Inf. Theory, 2005

Network tomography from aggregate loss reports.
Perform. Evaluation, 2005

Sampling to estimate arbitrary subset sums
CoRR, 2005

Stress Testing Traffic to Infer Its Legitimacy.
Proceedings of the Steps to Reducing Unwanted Traffic on the Internet Workshop, 2005

Improving accuracy in end-to-end packet loss measurement.
Proceedings of the ACM SIGCOMM 2005 Conference on Applications, 2005

Estimating arbitrary subset sums with few probes.
Proceedings of the Twenty-fourth ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems, 2005

Traffic Matrix Reloaded: Impact of Routing Changes.
Proceedings of the Passive and Active Network Measurement, 6th International Workshop, 2005

Optimal Combination of Sampled Network Measurements.
Proceedings of the 5th Internet Measurement Conference, 2005

2004
Network tomography from measured end-to-end delay covariance.
IEEE/ACM Trans. Netw., 2004

Allocating commodity resources in aggregate traffic networks.
Perform. Evaluation, 2004

Flow sampling under hard resource constraints.
Proceedings of the International Conference on Measurements and Modeling of Computer Systems, 2004

Online identification of hierarchical heavy hitters: algorithms, evaluation, and applications.
Proceedings of the 4th ACM SIGCOMM Internet Measurement Conference, 2004

Class-of-service mapping for QoS: a statistical signature-based approach to IP traffic classification.
Proceedings of the 4th ACM SIGCOMM Internet Measurement Conference, 2004

2003
Fast accurate computation of large-scale IP traffic matrices from link loads.
Proceedings of the International Conference on Measurements and Modeling of Computer Systems, 2003

Predicting resource usage and estimation accuracy in an IP flow measurement collection infrastructure.
Proceedings of the 3rd ACM SIGCOMM Internet Measurement Conference, 2003

Simple network performance tomography.
Proceedings of the 3rd ACM SIGCOMM Internet Measurement Conference, 2003

2002
Multicast-based inference of network-internal delay distributions.
IEEE/ACM Trans. Netw., 2002

Resource management with hoses: point-to-cloud services for virtual private networks.
IEEE/ACM Trans. Netw., 2002

Multicast topology inference from measured end-to-end loss.
IEEE Trans. Inf. Theory, 2002

Multicast-based loss inference with missing data.
IEEE J. Sel. Areas Commun., 2002

Network tomography on general topologies.
Proceedings of the International Conference on Measurements and Modeling of Computer Systems, 2002

Trajectory engine: a backend for trajectory sampling.
Proceedings of the Management Solutions for the New Communications World, 2002

Impromptu Measurement Infrastructures using RTP.
Proceedings of the Proceedings IEEE INFOCOM 2002, 2002

Properties and prediction of flow statistics from sampled packet streams.
Proceedings of the 2nd ACM SIGCOMM Internet Measurement Workshop, 2002

2001
Trajectory sampling for direct traffic observation.
IEEE/ACM Trans. Netw., 2001

A Nonstationary Offered-Load Model for Packet Networks.
Telecommun. Syst., 2001

Network Delay Tomography from End-to-End Unicast Measurements.
Proceedings of the Evolutionary Trends of the Internet, 2001

Inferring Link Loss Using Striped Unicast Probes.
Proceedings of the Proceedings IEEE INFOCOM 2001, 2001

Adaptive Multicast Topology Inference.
Proceedings of the Proceedings IEEE INFOCOM 2001, 2001

On the constancy of internet path properties.
Proceedings of the 1st ACM SIGCOMM Internet Measurement Workshop, 2001

Charging from sampled network usage.
Proceedings of the 1st ACM SIGCOMM Internet Measurement Workshop, 2001

2000
A large deviation analysis of errors in measurement based admission control to buffered and bufferless resources.
Queueing Syst. Theory Appl., 2000

Measurement and analysis of IP network usage and behavior.
IEEE Commun. Mag., 2000

The use of end-to-end multicast measurements for characterizing internal network behavior.
IEEE Commun. Mag., 2000

Multicast Inference of Packet Delay Variance at Interior Network Links.
Proceedings of the Proceedings IEEE INFOCOM 2000, 2000

1999
Issues of Quality and Multiplexing When Smoothing Rate Adaptive Video.
IEEE Trans. Multim., 1999

Multicast-based inference of network-internal loss characteristics.
IEEE Trans. Inf. Theory, 1999

Statistical inference of internal network loss and topology.
SIGMETRICS Perform. Evaluation Rev., 1999

A Flexible Model for Resource Management in Virtual Private Networks.
Proceedings of the ACM SIGCOMM 1999 Conference on Applications, Technologies, Architectures, and Protocols for Computer Communication, August 30, 1999

Asymptotic Sampling Properties of Effective Bandwidth Estimation for Admission Control.
Proceedings of the Proceedings IEEE INFOCOM '99, 1999

Multicast-Based Inference of Network-Internal Characteristics: Accuracy of Packet Loss Estimation.
Proceedings of the Proceedings IEEE INFOCOM '99, 1999

1998
SAVE: an algorithm for smoothed adaptive video over explicit rate networks.
IEEE/ACM Trans. Netw., 1998

Queueing at large resources driven by long-tailed M/G/Y-modulated processes.
Queueing Syst. Theory Appl., 1998

Conditioned Asymptotics for Tail Probabilities in Large Multiplexers.
Perform. Evaluation, 1998

On Adaptive Bandwidth Sharing with Rate Guarantees.
Proceedings of the Proceedings IEEE INFOCOM '98, The Conference on Computer Communications, Seventeenth Annual Joint Conference of the IEEE Computer and Communications Societies, Gateway to the 21st Century, San Francisco, CA, USA, March 29, 1998

The Cost of Quality in Networks of Aggregate Traffic.
Proceedings of the Proceedings IEEE INFOCOM '98, The Conference on Computer Communications, Seventeenth Annual Joint Conference of the IEEE Computer and Communications Societies, Gateway to the 21st Century, San Francisco, CA, USA, March 29, 1998

1997
Economies of scale for long-range dependent traffic in short buffers.
Telecommun. Syst., 1997

Control and Recovery from Rare Congestion Events in a Large Multi-Server System.
Queueing Syst. Theory Appl., 1997

Exponents for the Tails of Distributions in Some Polling Models.
Queueing Syst. Theory Appl., 1997

1995
Large deviations, the shape of the loss curve, and economies of scale in large multiplexers.
Queueing Syst. Theory Appl., 1995

Entropy of ATM Traffic Streams: A Tool for Estimating QoS Parameters.
IEEE J. Sel. Areas Commun., 1995

1994
Exponential bounds for queues with Markovian arrivals.
Queueing Syst. Theory Appl., 1994

Estimating QoS parameters for ATM traffic using its entropy.
Proceedings of the ATM Networks, 1994


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