HR job title
- Director of Texas A&m Institute of Data Science
- Contact Info
- 1 979 845 7328
- Websites
- ORCiD
- 0000-0001-7211-1584
Duffield, Nick Professor
Positions
- Director, Texas A&M Institute of Data Science
- Professor, Electrical and Computer Engineering, College of Engineering
Data Science, Machine Learning, Artificial Intelligence, Big Data, Algorithms, Data Streaming, Statistics, Scientific Machine Learning, Computer Networking, Network Measurement, Network Science, Precision Agriculture, Hydrology, Urban Science, Transportation
Research Areas
- Overview
- Publications
- Research
- Teaching
- Works By Students
- Background
- Contact
- Other
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Overview
Publications
selected publications
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academic article
-
Pi, Y., Duffield, N., Behzadan, A., & Lomax, T.
(2023).
Lane-specific speed analysis in urban work zones with computer vision. Traffic Injury Prevention.
24(3), 242-250.
-
Lin, B., Zou, L., Duffield, N., Mostafavi, A., Cai, H., Zhou, B., ... Abedin, J.
(2022).
Revealing the linguistic and geographical disparities of public awareness to Covid-19 outbreak through social media. International Journal of Digital Earth: a new journal for a new vision.
15(1), 868-889.
-
Pi, Y., Duffield, N., Behzadan, A. H., & Lomax, T.
(2022).
Visual recognition for urban traffic data retrieval and analysis in major events using convolutional neural networks. Computational Urban Science.
2(1), 2.
-
Pi, Y., Ye, X., & Duffield, N.
(2022).
Rapid Damage Estimation of Texas Winter Storm Uri from Social Media Using Deep Neural Networks. Urban Science.
6(3), 62-62.
-
Ahmed, N. K., Duffield, N., & Rossi, R. A.
(2021).
Online Sampling of Temporal Networks. ACM Transactions on Knowledge Discovery from Data.
15(4), 1-27.
-
Ahmed, N. K., & Duffield, N.
(2020).
Adaptive Shrinkage Estimation for Streaming Graphs. Advances in Neural Information Processing Systems.
33.
-
Johnson, D. S., Breslau, L., Diakonikolas, I., Duffield, N., Gu, Y. u., Hajiaghayi, M., ... Sen, S.
(2020).
Near-Optimal Disjoint-Path Facility Location Through Set Cover by Pairs. Operations Research.
68(3), 896-926.
-
Liu, X. i., Xie, M., Wen, X., Chen, R., Ge, Y., Duffield, N., & Wang, N. a.
(2020).
Micro- and macro-level churn analysis of large-scale mobile games. Knowledge and Information Systems.
62(4), 1465-1496.
-
Hasanzadeh, A., Liu, X. i., Duffield, N., & Narayanan, K. R.
(2019).
Piecewise Stationary Modeling of Random Processes Over Graphs With an Application to Traffic Prediction. 3779-3788.
-
Mao, H., Kathuria, D., Duffield, N., & Mohanty, B. P.
(2019).
Gap Filling of High-Resolution Soil Moisture for SMAP/Sentinel-1: A Two-Layer Machine Learning-Based Framework. Water Resources Research.
55(8), 6986-7009.
-
Ettehad, M., Duffield, N., & Berkolaiko, G.
(2019).
Optimizing Consistent Merging and Pruning of Subgraphs in Network Tomography. abs/1908.03519.
-
Bonald, T., & Duffield, N.
(2019).
Editorial. 3(2),
-
Berkolaiko, G., Duffield, N., Ettehad, M., & Manousakis, K.
(2019).
Graph reconstruction from path correlation data. Inverse Problems.
35(1), 015001-015001.
-
Liu, X. i., Xie, M., Wen, X., Chen, R., Ge, Y., Duffield, N., & Wang, N. a.
(2018).
A Semi-Supervised and Inductive Embedding Model for Churn Prediction of Large-Scale Mobile Games. 2018 IEEE INTERNATIONAL CONFERENCE ON DATA MINING (ICDM).
2018-November, 277-286.
-
Ahmed, N. K., Duffield, N., Willke, T. L., & Rossi, R. A.
(2017).
On Sampling from Massive Graph Streams. Proceedings of the VLDB Endowment.
10(11), 1430-1441.
-
Ahmed, N. K., Neville, J., Rossi, R. A., Duffield, N. G., & Willke, T. L.
(2017).
Graphlet decomposition: framework, algorithms, and applications. Knowledge and Information Systems.
50(3), 689-722.
-
Chang, J., Duffield, N., Ni, H., & Xu, W.
(2017).
Signature inversion for monotone paths. Electronic Communications in Probability.
22(none), 1-11.
-
Cohen, E., Cormode, G., Duffield, N., & Lund, C.
(2016).
On the Tradeoff between Stability and Fit. ACM Transactions on Algorithms.
13(1), 1-24.
-
Cohen, E., Duffield, N., Kaplan, H., Lund, C., & Thorup, M.
(2014).
Algorithms and estimators for summarization of unaggregated data streams. Journal of Computer and System Sciences.
80(7), 1214-1244.
-
Lee, M., Duffield, N., & Kompella, R. R.
(2013).
High-Fidelity Per-Flow Delay Measurements With Reference Latency Interpolation. IEEE ACM Transactions on Networking.
21(5), 1567-1580.
-
Duffield, N., & Gibbens, R.
(2013).
Special Issue: Proceedings of IFIP Performance 2013 Conference. Performance Evaluation.
70(10), 691-691.
-
Lee, M., Duffield, N., & Kompella, R. R.
(2012).
A scalable architecture for maintaining packet latency measurements. Performance Evaluation Review.
40(1), 391-392.
-
Cohen, E., Cormode, G., & Duffield, N.
(2012).
Don't let the negatives bring you down: sampling from streams of signed updates. Performance Evaluation Review.
40(1), 343-354.
-
Duffield, N.
(2012).
Fair sampling across network flow measurements. Performance Evaluation Review.
40(1), 367-378.
-
Jin, Y. u., Duffield, N., Erman, J., Haffner, P., Sen, S., & Zhang, Z.
(2012).
A Modular Machine Learning System for Flow-Level Traffic Classification in Large Networks. ACM Transactions on Knowledge Discovery from Data.
6(1), 4-34.
-
Lee, M., Duffield, N., & Kompella, R. R.
(2012).
Opportunistic Flow-Level Latency Estimation Using Consistent NetFlow. IEEE ACM Transactions on Networking.
20(1), 139-152.
-
Cohen, E., Cormode, G., & Duffield, N.
(2011).
Structure-aware sampling. Proceedings of the VLDB Endowment.
4(11), 819-830.
-
Cohen, E., Cormode, G., & Duffield, N.
(2011).
Structure-aware sampling: Flexible and accurate summarization. Proceedings of the VLDB Endowment.
4(11), 819-830.
-
Cohen, E., Duffield, N., Kaplan, H., Lund, C., & Thorup, M.
(2011).
EFFICIENT STREAM SAMPLING FOR VARIANCE-OPTIMAL ESTIMATION OF SUBSET SUMS. SIAM Journal on Computing.
40(5), 1402-1431.
-
Cohen, E., Cormode, G., & Duffield, N.
(2011).
Structure-Aware Sampling: Flexible and Accurate Summarization. 4(11), 819-830.
-
Sommers, J., Barford, P., Duffield, N., & Ron, A.
(2010).
Multiobjective Monitoring for SLA Compliance. IEEE ACM Transactions on Networking.
18(2), 652-665.
-
Sommers, J., Barford, P., Duffield, N. G., & Ron, A.
(2010).
Multiobjective monitoring for SLA compliance. 18(2), 652-665.
-
Cohen, E., Duffield, N., Kaplan, H., Lund, C., & Thorup, M.
(2009).
Composable, Scalable, and Accurate Weight Summarization of Unaggregated Data Sets. 2(1), 431-442.
-
Stutzbach, D., Rejaie, R., Duffield, N., Sen, S., & Willinger, W.
(2009).
On Unbiased Sampling for Unstructured Peer-to-Peer Networks. IEEE ACM Transactions on Networking.
17(2), 377-390.
-
Stutzbach, D., Rejaie, R., Duffield, N. G., Sen, S., & Willinger, W.
(2009).
On unbiased sampling for unstructured peer-to-peer networks. 17(2), 377-390.
-
Sommers, J., Barford, P., Duffield, N., & Ron, A.
(2008).
A geometric approach to improving active packet loss measurement. IEEE ACM Transactions on Networking.
16(2), 307-320.
-
Duffield, N., & Grossglauser, M.
(2008).
Trajectory sampling with unreliable reporting. IEEE ACM Transactions on Networking.
16(1), 37-50.
-
Sommers, J., Barford, P., Duffield, N. G., & Ron, A.
(2008).
A geometric approach to improving active packet loss measurement. 16(2), 307-320.
-
Duffield, N. G., & Grossglauser, M.
(2008).
Trajectory sampling with unreliable reporting. 16(1), 37-50.
-
Duffield, N., Lund, C., & Thorup, M.
(2007).
Priority sampling for estimation of arbitrary subset sums. Journal- ACM.
54(6), 32-32.
-
Sommers, J., Barford, P., Duffield, N., & Ron, A.
(2007).
Accurate and efficient SLA compliance monitoring. Computer Communications Review.
37(4), 109-120.
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Arya, V., Duffield, N. G., & Veitch, D.
(2007).
Multicast inference of temporal loss characteristics. Performance Evaluation.
64(9-12), 1169-1180.
-
Duffield, N.
(2006).
Network tomography of binary network performance characteristics. IEEE TRANSACTIONS ON INFORMATION THEORY.
52(12), 5373-5388.
-
Zou, C. C., Duffield, N., Towsley, D., & Gong, W.
(2006).
Adaptive defense against various network attacks. IEEE Journal on Selected Areas in Communications.
24(10), 1877-1888.
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Duffield, N. G., Horowitz, J., Lo Presti, F., & Towsley, D.
(2006).
Explicit loss inference in multicast tomography. IEEE TRANSACTIONS ON INFORMATION THEORY.
52(8), 3852-3855.
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Duffield, N., Lo Presti, F., Paxson, V., & Towsley, D.
(2006).
Network loss tomography using striped unicast probes. IEEE ACM Transactions on Networking.
14(4), 697-710.
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Mazumidar, R. R., Courcoubetis, C. A., Duffield, N., Kesidis, G., Odlyzko, A., Srikant, R., Walrand, J., & Cosman, P.
(2006).
Price-based access control and economics of networking. IEEE Journal on Selected Areas in Communications.
24(5), 937-941.
-
Duffield, N. G., Presti, F. L., Paxson, V., & Towsley, D. F.
(2006).
Network loss tomography using striped unicast probes. 14(4), 697-710.
-
Duffield, N., Lund, C., & Thorup, M.
(2005).
Estimating flow distributions from sampled flow statistics. IEEE ACM Transactions on Networking.
13(5), 933-946.
-
Duffield, N., Lund, C., & Thorup, M.
(2005).
Learn more, sample less: Control of volume and variance in network measurement. IEEE TRANSACTIONS ON INFORMATION THEORY.
51(5), 1756-1775.
-
Duffield, N. G., & Lo Presti, F.
(2004).
Network tomography from measured end-to-end delay covariance. IEEE ACM Transactions on Networking.
12(6), 978-992.
-
Duffield, N.
(2004).
Sampling for passive Internet measurement: A review. Statistical Science: a review journal.
19(3), 472-498.
-
Duffield, N. G., & Low, S. H.
(2004).
Allocating commodity resources in aggregate traffic networks. Performance Evaluation.
57(3), 279-306.
-
Lo Presti, F., Duffield, N. G., Horowitz, J., & Towsley, D.
(2002).
Multicast-based inference of network-internal delay distributions. IEEE ACM Transactions on Networking.
10(6), 761-775.
-
Duffield, N. G., Goyal, P., Greenberg, A., Mishra, P., Ramakrishnan, K. K., & van der Merwe, J. E.
(2002).
Resource management with hoses: Point-to-cloud services for virtual private networks. IEEE ACM Transactions on Networking.
10(5), 679-692.
-
Duffield, N. G., Horowitz, J., Towsley, D., Wei, W., & Friedman, T.
(2002).
Multicast-based loss inference with missing data. IEEE Journal on Selected Areas in Communications.
20(4), 700-713.
-
Caceres, R., Duffield, N., & Friedman, T.
(2002).
Impromptu measurement infrastructures using RTP. IEEE Infocom.
3, 1490-1499.
-
Duffield, N. G., Horowitz, J., Lo Presti, F., & Towsley, D.
(2002).
Multicast topology inference from measured end-to-end loss. IEEE TRANSACTIONS ON INFORMATION THEORY.
48(1), 26-45.
-
Duffield, N. G., & Grossglauser, M.
(2001).
Trajectory sampling for direct traffic observation. IEEE ACM Transactions on Networking.
9(3), 280-292.
-
Duffield, N. G., Massey, W. A., & Whitt, W.
(2001).
A nonstationary offered-load model for packet networks. 16(3-4), 271-296.
-
Duffield, N. G., Horowitz, J., & Lo Presti, F.
(2001).
Adaptive multicast topology inference. IEEE Infocom.
3, 1636-1645.
-
Duffield, N. G., & Grossglauser, M.
(2000).
Trajectory sampling for direct traffic observation. Computer Communications Review.
30(4), 271-282.
-
Caceres, R., Duffield, N., Feldmann, A., Friedmann, J. D., Greenberg, A., Greer, R., ... van der Merwe, J. E.
(2000).
Measurement and analysis of IP network usage and behavior. IEEE Communications Magazine.
38(5), 144-151.
-
Adams, A., Bu, T., Friedman, T., Horowitz, J., Towsley, D., Caceres, R., ... Paxson, V.
(2000).
The use of end-to-end multicast measurements for characterizing internal network behavior. IEEE Communications Magazine.
38(5), 152-158.
-
Duffield, N. G.
(2000).
A large deviation analysis of errors in measurement based admission control to buffered and bufferless resources. Queueing Systems: Theory and Applications.
34(1-4), 131-168.
-
Duffield, N. G., Ramakrishnan, K. K., & Reibman, A. R.
(1999).
Issues of Quality and Multiplexing When Smoothing Rate Adaptive Video. 1(4), 352-364.
-
Cceres, R., Duffield, N. G., Horowitz, J., Presti, F. L., & Towsley, D.
(1999).
Statistical inference of internal network loss and topology. Performance Evaluation Review.
27(3), 5-6.
-
Caceres, R., Duffield, N. G., Horowitz, J., & Towsley, D. F.
(1999).
Multicast-based inference of network-internal loss characteristics. IEEE TRANSACTIONS ON INFORMATION THEORY.
45(7), 2462-2480.
-
Duffield, N. G., Goyal, P., Greenberg, A., Mishra, P., Ramakrishnan, K. K., & van der Merwe, J. E.
(1999).
A flexible model for resource management in virtual private networks. Computer Communications Review.
29(4), 95-108.
-
Duffield, N. G., Ramakrishnan, K. K., & Reibman, A. R.
(1998).
SAVE: An algorithm for smoothed adaptive video over explicit rate networks. IEEE ACM Transactions on Networking.
6(6), 717-728.
-
Duffield, N. G., & Whitt, W.
(1998).
Large deviations of inverse processes with nonlinear scalings. Annals of Applied Probability.
8(4), 995-1026.
-
Duffield, N. G.
(1998).
Queueing at large resources driven by long-tailed M/G/infinity-modulated processes. Queueing Systems: Theory and Applications.
28(1-3), 245-266.
-
Duffield, N. G., & Whitt, W.
(1998).
A Source traffic model and its transient analysis for network control. Stochastic Models.
14(1-2), 51-78.
-
Duffield, N. G.
(1998).
Conditioned asymptotics for tail probabilities in large multiplexers. Performance Evaluation.
31(3-4), 281-300.
-
Duffield, N. G., & Whitt, W.
(1997).
Control and recovery from rare congestion events in a large multi-server system. 26(1-2), 69-104.
-
Duffield, N. G.
(1997).
Exponents for the tails of distributions in some polling models. Queueing Systems: Theory and Applications.
26(1-2), 105-119.
-
Duffield, N. G.
(1997).
Economies of scale for long-range dependent traffic in short buffers. Telecommunication Systems.
7(1-3), 267-280.
-
Duffield, N. G.
(1996).
Economies of scale in queues with sources having power-law large deviation scalings. Journal of Applied Probability.
33(3), 840-857.
-
Duffield, N. G.
(1996).
Economies of scale in queues with sources having power-law large deviation scalings. Journal of Applied Probability.
33(3), 840-857.
-
DUFFIELD, N. G., & OCONNELL, N.
(1995).
LARGE DEVIATIONS AND OVERFLOW PROBABILITIES FOR THE GENERAL SINGLE-SERVER QUEUE, WITH APPLICATIONS. Cambridge Philosophical Society: Mathematical Proceedings.
118(2), 363-374.
-
BOTVICH, D. D., & DUFFIELD, N. G.
(1995).
LARGE DEVIATIONS, THE SHAPE OF THE LOSS CURVE, AND ECONOMIES OF SCALE IN LARGE MULTIPLEXERS. Queueing Systems: Theory and Applications.
20(3-4), 293-320.
-
DUFFIELD, N. G., LEWIS, J. T., OCONNELL, N., RUSSELL, R., & TOOMEY, F.
(1995).
ENTROPY OF ATM TRAFFIC STREAMS - A TOOL FOR ESTIMATING QOS PARAMETERS. IEEE Journal on Selected Areas in Communications.
13(6), 981-990.
-
BUFFET, E., & DUFFIELD, N. G.
(1994).
EXPONENTIAL UPPER-BOUNDS VIA MARTINGALES FOR MULTIPLEXERS WITH MARKOVIAN ARRIVALS. Journal of Applied Probability.
31(4), 1049-1060.
-
Buffet, E., & Duffield, N. G.
(1994).
Exponential upper bounds via martingales for multiplexers with Markovian arrivals. Journal of Applied Probability.
31(4), 1049-1060.
-
DUFFIELD, N. G.
(1994).
EXPONENTIAL BOUNDS FOR QUEUES WITH MARKOVIAN ARRIVALS. Queueing Systems: Theory and Applications.
17(3-4), 413-430.
-
DUFFIELD, N. G.
(1992).
LOCAL MEAN-FIELD MARKOV-PROCESSES - AN APPLICATION TO MESSAGE-SWITCHING NETWORKS. Probability Theory and Related Fields.
93(4), 485-505.
-
DUFFIELD, N. G., & WERNER, R. F.
(1992).
MEAN-FIELD DYNAMICAL SEMIGROUPS ON C*-ALGEBRAS. Reviews in Mathematical Physics: a journal for survey and expository articles in the field of mathematical physics.
4(03), 383-424.
-
DUFFIELD, N. G., & WERNER, R. F.
(1992).
LOCAL DYNAMICS OF MEAN-FIELD QUANTUM-SYSTEMS. Annales Henri Poincare.
65(8), 1016-1054.
-
DUFFIELD, N. G., ROOS, H., & WERNER, R. F.
(1992).
MACROSCOPIC LIMITING DYNAMICS OF A CLASS OF INHOMOGENEOUS MEAN FIELD QUANTUM-SYSTEMS. ANNALES DE L INSTITUT HENRI POINCARE-PHYSIQUE THEORIQUE.
56(2), 143-186.
-
DUFFIELD, N. G.
(1991).
LOCAL CORRELATION-FUNCTIONS FOR MEAN-FIELD DYNAMIC SEMIGROUPS ON C-STAR-ALGEBRAS. Annales Henri Poincare.
64(5), 610-632.
-
DUFFIELD, N. G.
(1990).
A LARGE DEVIATION PRINCIPLE FOR THE REDUCTION OF PRODUCT REPRESENTATIONS. Proceedings of the American Mathematical Society.
109(2), 503-515.
-
Duffield, N. G.
(1990).
A large deviation principle for the reduction of product representations. Proceedings of the American Mathematical Society.
109(2), 503-515.
-
DUFFIELD, N. G.
(1990).
CLASSICAL AND THERMODYNAMIC LIMITS FOR GENERALIZED QUANTUM SPIN SYSTEMS. Communications in Mathematical Physics.
127(1), 27-39.
-
DUFFIELD, N. G., & KUHN, R.
(1989).
THE THERMODYNAMICS OF SITE-RANDOM MEAN-FIELD QUANTUM SPIN SYSTEMS. Journal of Physics A: Mathematical and General.
22(21), 4643-4658.
-
DUFFIELD, N. G., & PULE, J. V.
(1989).
THERMODYNAMICS AND PHASE-TRANSITIONS IN THE OVERHAUSER MODEL. Journal of Statistical Physics.
54(1-2), 449-475.
-
DUFFIELD, N. G., & PULE, J. V.
(1988).
A NEW METHOD FOR THE THERMODYNAMICS OF THE BCS MODEL. Communications in Mathematical Physics.
118(3), 475-494.
-
DUFFIELD, N. G.
(1988).
GLOBAL STABILITY OF CONDENSATION IN THE CONTINUUM-LIMIT FOR FROHLICH PUMPED PHONON SYSTEM. Journal of Physics A: Mathematical and General.
21(3), 625-641.
-
DUFFIELD, N. G.
(1988).
THE CONTINUUM-LIMIT OF DISSIPATIVE DYNAMICS IN FROHLICH,H. PUMPED PHONON SYSTEM. Annales Henri Poincare.
61(3), 363-378.
-
DUFFIELD, N. G., & PULE, J. V.
(1987).
THERMODYNAMICS OF THE BCS MODEL THROUGH LARGE DEVIATIONS. Letters in Mathematical Physics.
14(4), 329-331.
-
DUFFIELD, N. G.
(1985).
STABILITY OF BOSE-EINSTEIN CONDENSATION IN FROHLICH PUMPED PHONON SYSTEM. Physics Letters A: General Physics, Nonlinear Science, Statistical Physics, Atomic, Molecular and Cluster Physics, Plasma and Fluid Physics, Condensed Matter, Cross-disciplinary Physics, Biological Physics, Nanosciences, Quantum Physics.
110(6), 332-334.
-
Pi, Y., Duffield, N., Behzadan, A., & Lomax, T.
(2023).
Lane-specific speed analysis in urban work zones with computer vision. Traffic Injury Prevention.
24(3), 242-250.
-
chapter
-
Dong, W., Duffield, N., Ge, Z., Lee, S., & Pang, J.
(2013).
Modeling Cellular User Mobility Using a Leap Graph. Lecture Notes in Artificial Intelligence.
Passive and Active Measurement.
(pp. 53-62).
Springer Nature.
-
Duffield, N., & Al, M.
(2010).
Measurements of Data Plane Reliability and Performance. GUIDE TO RELIABLE INTERNET SERVICES AND APPLICATIONS.
(pp. 319-355).
Springer Nature.
-
Duffield, N. G., & Whitt, W.
(2000).
Network Design and Control Using On/Off and Multilevel Source Traffic Models with HeavyTailed Distributions. Self-Similar Network Traffic and Performance Evaluation.
(pp. 421-445).
Wiley.
-
Dong, W., Duffield, N., Ge, Z., Lee, S., & Pang, J.
(2013).
Modeling Cellular User Mobility Using a Leap Graph. Lecture Notes in Artificial Intelligence.
Passive and Active Measurement.
(pp. 53-62).
Springer Nature.
-
conference paper
-
Feng, Y., & Duffield, N.
(2022).
Multiscale Energy Network Tomography. 1-9.
-
Pi, Y., Duffield, N., Behzadan, A. H., & Lomax, T.
(2022).
Computer Vision and Multi-Object Tracking for Traffic Measurement from Campus Monitoring Cameras. 950-958.
-
Panda, S., Feng, Y., Kulkarni, S. G., Ramakrishnan, K. K., Duffield, N., & Bhuyan, L. N.
(2021).
SmartWatch. 60-75.
-
Mao, H., Liu, X. i., Duffleld, N., Yuan, H., Ji, S., & Mohanty, B.
(2020).
Context-aware Deep Representation Learning for Geo-spatiotemporal Analysis. 2018 IEEE INTERNATIONAL CONFERENCE ON DATA MINING (ICDM).
392-401.
-
Feng, Y., Panda, S., Kulkarni, S. G., Ramakrishnan, K. K., & Duffield, N.
(2020).
A SmartNIC-Accelerated Monitoring Platform for In-band Network Telemetry. 1-6.
-
Hajiramezanali, E., Hasanzadeh, A., Duffield, N., Narayanan, K., Zhou, M., & Qian, X.
(2020).
SEMI-IMPLICIT STOCHASTIC RECURRENT NEURAL NETWORKS. Proceedings of the ... IEEE International Conference on Acoustics, Speech, and Signal Processing / sponsored by the Institute of Electrical and Electronics Engineers Signal Processing Society. ICASSP (Conference).
3342-3346.
-
Xu, Y., Wu, H., Duffield, N., Liu, B., & Yu, M.
(2020).
Poster: CO2: Collaborative Packet Classification for Network Functions with Overselection. 619-621.
-
Hasanzadeh, A., Hajiramezanali, E., Boluki, S., Zhou, M., Duffield, N., Narayanan, K., & Qian, X.
(2020).
Bayesian Graph Neural Networks with Adaptive Connection Sampling
-
Hasanzadeh, A., Liu, X. i., Duffield, N., & Narayanan, K. R.
(2019).
Piecewise Stationary Modeling of Random Processes Over Graphs With an Application to Traffic Prediction. 3779-3788.
-
Bonald, T., & Duffield, N.
(2019).
Message from the TPC co-chairs. IV.
-
Liu, X. i., Hsieh, P., Duffield, N., Chen, R., Xie, M., & Wen, X.
(2019).
Real-Time Streaming Graph Embedding Through Local Actions. 285-293.
-
Hasanzadeh, A., Hajiramezanali, E., Duffield, N., Narayanan, K., Zhou, M., & Qian, X.
(2019).
Semi-Implicit Graph Variational Auto-Encoders. Advances in Neural Information Processing Systems.
-
Hajiramezanali, E., Hasanzadeh, A., Duffield, N., Narayanan, K., Zhou, M., & Qian, X.
(2019).
Variational Graph Recurrent Neural Networks. Advances in Neural Information Processing Systems.
-
Liu, X. i., Hsieh, P., Duffield, N., Chen, R., Xie, M., & Wen, X.
(2018).
Streaming Network Embedding through Local Actions
-
Ahmed, N. K., Duffield, N., & Xia, L.
(2018).
Sampling for Approximate Bipartite Network Projection. 3286-3292.
-
Liu, X., Xie, M., Wen, X., Chen, R., Ge, Y., Duffield, N., & Wang, N.
(2018).
A Semi-Supervised and Inductive Embedding Model for Churn Prediction of Large-Scale Mobile Games
-
Ahmed, N. K., Duffield, N., & Xia, L.
(2018).
Sampling for approximate bipartite network projection. IJCAI : proceedings of the conference / sponsored by the International Joint Conferences on Artificial Intelligence.
3286-3292.
-
Duffield, N., Xu, Y., Xia, L., Ahmed, N. K., & Yu, M.
(2017).
Stream Aggregation Through Order Sampling. 909-918.
-
Duffield, N., & Krishnamurthy, B.
(2016).
Efficient Sampling for Better OSN Data Provisioning. 861-868.
-
Ahmed, N. K., Neville, J., Rossi, R. A., & Duffield, N.
(2015).
Efficient Graphlet Counting for Large Networks. 2018 IEEE INTERNATIONAL CONFERENCE ON DATA MINING (ICDM).
1-10.
-
Duffield, N., & Wu, J.
(2015).
Challenges and opportunities for analysis based research in big data. IEEE International Performance, Computing and Communications Conference, Proceedings.
1-1.
-
Ahmed, N. K., Duffield, N., Neville, J., & Kompella, R.
(2014).
Graph Sample and Hold: A Framework for Big-Graph Analytics. 1446-1455.
-
Cormode, G., & Duffield, N.
(2014).
Sampling for Big Data: A Tutorial. 1975-1975.
-
Ahmed, N. K., Duffield, N. G., Neville, J., & Kompella, R. R.
(2014).
Graph sample and hold: a framework for big-graph analytics. 1446-1455.
-
Chen, Y., Duffield, N., Haffner, P., Hsu, W. L., Jacobson, G., Jin, Y., ... Zhang, Z. L.
(2013).
Understanding the complexity of 3G UMTS network performance. 1-9.
-
Duffield, N., & Gibbens, R.
(2013).
Editorial message from the program chairs. Performance Evaluation Review.
2.
-
Chen, Y., Lee, G. M., Duffield, N., Qiu, L., & Wang, J.
(2013).
Event Detection using Customer Care Calls. IEEE Infocom.
1690-1698.
-
Dong, W., Duffield, N., Ge, Z., Lee, S., & Pang, J.
(2013).
Modeling cellular user mobility using a leap graph. Lecture Notes in Artificial Intelligence.
53-62.
-
Hong, C., Caesar, M., Duffield, N., & Wang, J.
(2012).
Tiresias: Online Anomaly Detection for Hierarchical Operational Network Data. International Conference on Distributed Computing Systems.
173-182.
-
Sanjuas-Cuxart, J., Barlet-Ros, P., Duffield, N., & Kompella, R.
(2012).
Cuckoo Sampling: Robust Collection of Flow Aggregates under a Fixed Memory Budget. IEEE Infocom.
2751-2755.
-
Lee, M., Duffield, N., & Kompella, R. R.
(2012).
A scalable architecture for maintaining packet latency measurements. Performance Evaluation Review.
391-392.
-
Jin, Y. u., Duffield, N., Gerber, A., Haffner, P., Hsu, W., Jacobson, G., ... Zhang, Z.
(2012).
Characterizing data usage patterns in a large cellular network. 7-12.
-
Cohen, E., Cormode, G., & Duffield, N.
(2012).
Don't let the negatives bring you down. Performance Evaluation Review.
343-354.
-
Duffield, N.
(2012).
Fair sampling across network flow measurements. Performance Evaluation Review.
367-378.
-
Lee, M., Duffield, N., & Kompella, R. R.
(2012).
MAPLE. 101-114.
-
Sommers, J., Bowden, R., Eriksson, B., Barford, P., Roughan, M., & Duffield, N.
(2011).
Efficient Network-wide Flow Record Generation. IEEE Infocom.
2363-2371.
-
Jin, Y. u., Duffield, N., Gerber, A., Haffner, P., Hsu, W., Jacobson, G., ... Zhang, Z.
(2011).
Making Sense of Customer Tickets in Cellular Networks. IEEE Infocom.
101-105.
-
Jin, Y. u., Duffield, N., Gerber, A., Haffner, P., Hsu, W., Jacobson, G., ... Zhang, Z.
(2011).
Large-scale app-based reporting of customer problems in cellular networks: potential and limitations. 13-18.
-
Sanjus-Cuxart, J., Barlet-Ros, P., Duffield, N., & Kompella, R. R.
(2011).
Sketching the delay: tracking temporally uncorrelated flow-level latencies. 483-498.
-
Cohen, E., Cormode, G., & Duffield, N.
(2011).
Structure-aware sampling on data streams. Performance Evaluation Review.
197-208.
-
Breslau, L., Diakonikolas, I., Duffield, N., Gu, Y. u., Hajiaghayi, M., Johnson, D. S., ... Sen, S.
(2011).
Disjoint-Path Facility Location: Theory and Practice. 60-74.
-
Jin, Y. u., Duffield, N., Haffner, P., Sen, S., & Zhang, Z.
(2010).
Inferring Applications at the Network Layer using Collective Traffic Statistics. 1-8.
-
Lee, M., Duffield, N., & Kompella, R. R.
(2010).
Not All Microseconds are Equal: Fine-Grained Per-Flow Measurements with Reference Latency Interpolation. Computer Communications Review.
27-38.
-
Jin, Y. u., Duffield, N., Haffner, P., Sen, S., & Zhang, Z.
(2010).
Inferring Applications at the Network Layer using Collective Traffic Statistics. Performance Evaluation Review.
351-352.
-
Jin, Y. u., Duffield, N., Haffner, P., Sen, S., & Zhang, Z.
(2010).
Inferring applications at the network layer using collective traffic statistics. Performance Evaluation Review.
351-352.
-
Lee, M., Duffield, N., & Kompella, R. R.
(2010).
Two Samples are Enough: Opportunistic Flow-level Latency Estimation using NetFlow. IEEE Infocom.
1-9.
-
Eriksson, B., Barford, P., Bowden, R., Duffield, N., Sommers, J., & Roughan, M.
(2010).
BasisDetect: a model-based network event detection framework. 451-464.
-
Dhamdhere, A., Breslau, L., Duffield, N., Ee, C., Gerber, A., Lund, C., & Sen, S.
(2010).
Flowroute: inferring forwarding table updates using passive flow-level measurements. 315-321.
-
Jin, Y. u., Duffield, N., Gerber, A., Haffner, P., Sen, S., & Zhang, Z.
(2010).
NEVERMIND, the problem is already fixed. 1-12.
-
Lee, M., Duffield, N., & Kompella, R. R.
(2010).
Not all microseconds are equal: fine-grained per-flow measurements with reference latency interpolation. Computer Communications Review.
27-38.
-
M. Lee, .., N. Duffield, .., & R. Kompella.
(2010).
Two Samples are Enough: Opportunistic Flow-level Latency Estimation using NetFlow. IEEE Infocom.
1-9.
-
Cohen, E., Duffield, N., Kaplan, H., Lund, C., & Thorup, M.
(2009).
Stream sampling for variance-optimal estimation of subset sums. 1255-+.
-
Barford, P., Duffield, N., Ron, A., & Sommers, J.
(2009).
Network Performance Anomaly Detection and Localization. IEEE Infocom.
1377-+.
-
Gu, Y. u., Breslau, L., Duffield, N., & Sen, S.
(2009).
On Passive One-Way Loss Measurements Using Sampled Flow Statistics. IEEE Infocom.
2946-+.
-
Rasti, A. H., Torkjazi, M., Rejaie, R., Duffield, N., Willinger, W., & Stutzbach, D.
(2009).
Respondent-driven Sampling for Characterizing Unstructured Overlays. IEEE Infocom.
2701-+.
-
Duffield, N., Haffner, P., Krishnamurthy, B., & Ringberg, H.
(2009).
Rule-Based Anomaly Detection on IP Flows. IEEE Infocom.
424-+.
-
Cohen, E., Duffield, N., Kaplan, H., Lund, C., & Thorup, M.
(2009).
Stream sampling for variance-optimal estimation of subset sums. 1255-1264.
-
Cohen, E., Duffield, N., Lund, C., & Thorup, M.
(2008).
Confident Estimation for Multistage Measurement Sampling and Aggregation. Performance Evaluation Review.
109-120.
-
Gu, Y. u., Breslau, L., Duffield, N., & Sen, S.
(2008).
GRE Encapsulated Multicast Probing: A Scalable Technique for Measuring One-Way Loss. 1651-1659.
-
Gu, Y. u., Breslau, L., Duffield, N., & Sen, S.
(2008).
GRE encapsulated multicast probing: A scalable technique for measuring one-way loss. IEEE Infocom.
2324-+.
-
Arya, V., Duffield, N. G., & Veitch, D.
(2008).
Temporal Delay Tomography. 870-878.
-
Arya, V., Duffield, N. G., & Veitch, D.
(2008).
Temporal delay tomography. IEEE Infocom.
870-878.
-
Cohen, E., Duffield, N., Lund, C., & Thorup, M.
(2008).
Confident estimation for multistage measurement sampling and aggregation. Performance Evaluation Review.
109-120.
-
Arya, V., Duffield, N. G., & Veitch, D.
(2008).
Temporal Delay Tomography. 276-280.
-
Duffield, N., Gopalan, K., Hines, M. R., Shaikh, A., & van der Merwe, J. E.
(2007).
Measurement informed route selection. Lecture Notes in Artificial Intelligence.
250-254.
-
Gu, Y. u., Breslau, L., Duffield, N. G., & Sen, S.
(2007).
GRE encapsulated multicast probing. 355-356.
-
Gu, Y. u., Breslau, L., Duffield, N., & Sen, S.
(2007).
GRE Encapsulated Multicast Probing: A Scalable Technique for Measuring One-Way Loss. Performance Evaluation Review.
355-356.
-
Sornmers, J., Barford, P., Duffield, N., & Ron, A.
(2007).
A framework for multi-objective SLA compliance monitoring. IEEE Infocom.
2446-+.
-
Sommers, J., Barford, P., Duffield, N., & Ron, A.
(2007).
Accurate and efficient SLA compliance monitoring. Computer Communications Review.
109-120.
-
Cohen, E., Duffield, N., Kaplan, H., Lund, C., & Thorup, M.
(2007).
Algorithms and Estimators for Accurate Summarization of Internet Traffic. 265-+.
-
Cohen, E., Duffield, N., Kaplan, H., Lund, C., & Thorup, M.
(2007).
Sketching unaggregated data streams for subpopulation-size queries. 253-262.
-
Stutzbach, D., Rejaie, R., Duffield, N., Sen, S., & Willinger, W.
(2006).
Sampling Techniques for Large, Dynamic Graphs. IEEE Infocom.
1-6.
-
Sekar, V., Duffield, N., Spatscheck, O., van der Merwe, J., & Zhang, H.
(2006).
LADS: Large-scale automated DDoS detection system. 171-+.
-
Stutzbach, D., Rejaie, R., Duffield, N., Sen, S., & Willinger, W.
(2006).
On unbiased sampling for unstructured peer-to-peer networks. 27-40.
-
Stutzbach, D., Rejaie, R., Duffield, N., Sen, S., & Willinger, W.
(2006).
Sampling techniques for large, dynamic graphs. IEEE Infocom.
3089-3094.
-
Breslau, L., Chase, C., Duffield, N., Fenner, B., Mao, Y., & Sen, S.
(2006).
VMScope: a virtual multicast VPN performance monitor. 59-64.
-
Duffield, N., Lund, C., & Thorup, M.
(2005).
Optimal combination of sampled network measurements. 91-104.
-
Sommers, J., Duffield, N., Barford, P., & Ron, A.
(2005).
Improving accuracy in end-to-end packet loss measurement. Computer Communications Review.
157-168.
-
Duffield, N. G., Arya, V., Bellino, R., Friedman, T., Horowitz, J., Towsley, D., & Turletti, T.
(2005).
Network tomography from aggregate loss reports. Performance Evaluation.
147-163.
-
Teixeira, R., Duffield, N., Rexford, J., & Roughan, M.
(2005).
Traffic matrix reloaded: Impact of routing changes. Lecture Notes in Artificial Intelligence.
251-264.
-
Sommers, J., Barford, P., Duffield, N., & Ron, A.
(2005).
Improving accuracy in end-to-end packet loss measurement. Computer Communications Review.
157-168.
-
Molina, M., Niccolini, S., & Duffield, N. G.
(2005).
A comparative experimental study of hash functions applied to packet sampling. 39-48.
-
Alon, N., Duffield, N., Lund, C., & Thorup, M.
(2005).
Estimating arbitrary subset sums with few probes. 317-325.
-
Duffield, N. G.
(2005).
Stress Testing Traffic to Infer Its Legitimacy
-
Duffield, N., Lund, C., & Thorup, M.
(2005).
Optimal combination of sampled network measurements. 1.
-
Duffield, N., Lund, C., & Thorup, M.
(2004).
Flow sampling under hard resource constraints. Performance Evaluation Review.
85-96.
-
Duffield, N., Lund, C., & Thorup, M.
(2004).
Flow sampling under hard resource constraints. 85-96.
-
Roughan, M., Sen, S., Spatscheck, O., & Duffield, N.
(2004).
Class-of-service mapping for QoS: a statistical signature-based approach to IP traffic classification. 135-148.
-
Zhang, Y., Singh, S., Sen, S., Duffield, N., & Lund, C.
(2004).
Online identification of hierarchical heavy hitters: algorithms, evaluation, and applications. 101-114.
-
Duffield, N., & Grossglauser, M.
(2004).
Trajectory sampling with unreliable reporting. IEEE Infocom.
1570-1581.
-
Zhang, Y., Roughan, M., Duffield, N., & Greenberg, A.
(2003).
Fast accurate computation of large-scale IP traffic matrices from link loads. Performance Evaluation Review.
206-217.
-
Duffield, N., Lund, C., & Thorup, M.
(2003).
Estimating flow distributions from sampled flow statistics. Computer Communications Review.
325-336.
-
Zhang, Y., Roughan, M., Duffield, N., & Greenberg, A.
(2003).
Fast accurate computation of large-scale IP traffic matrices from link loads. Performance Evaluation Review.
206-217.
-
Duffield, N., & Lund, C.
(2003).
Predicting resource usage and estimation accuracy in an IP flow measurement collection infrastructure. 179-191.
-
Duffield, N.
(2003).
Simple network performance tomography. 210-215.
-
Bu, T., Duffield, N., Presti, F. L., & Towsley, D.
(2002).
Network tomography on general topologies. Performance Evaluation Review.
21-30.
-
Bu, T., Duffield, N., Presti, F. L., & Towsley, D.
(2002).
Network tomography on general topologies. Performance Evaluation Review.
21-30.
-
Duffield, N., Lund, C., & Thorup, M.
(2002).
Properties and prediction of flow statistics from sampled packet streams. 159-171.
-
Duffield, N. G., Gerber, A., & Grossglauser, M.
(2002).
Trajectory engine: A backend for trajectory sampling. 437-450.
-
Duffield, N., Lund, C., & Thorup, M.
(2001).
Charging from sampled network usage. 245-256.
-
Zhang, Y., Duffield, N., Paxson, V., & Shenker, S.
(2001).
On the constancy of Internet path properties. 197-211.
-
Duffield, N. G., Presti, F. L., Paxson, V., & Towsley, D.
(2001).
Inferring link loss using striped unicast probes. IEEE Infocom.
915-923.
-
Duffield1, N. G., Horowitz, J., Lo Presti, F., & Towsley, D.
(2001).
Network Delay Tomography from End-to-End Unicast Measurements. Lecture Notes in Artificial Intelligence.
576-595.
-
Duffield, N. G., & Grossglauser, M.
(2000).
Trajectory sampling for direct traffic observation. Computer Communications Review.
271-282.
-
Duffield, N. G., & Presti, F. L.
(2000).
Multicast inference of packet delay variance at interior network links. IEEE Infocom.
1351-1360 vol.3-1360.
-
Duffield, N. G., Goyal, P., Greenberg, A., Mishra, P., Ramakrishnan, K. K., & van der Merive, J. E.
(1999).
A flexible model for resource management in virtual private networks. Computer Communications Review.
95-108.
-
Duffield, N. G.
(1999).
Asymptotic sampling properties of effective bandwidth estimation for admission control. IEEE Infocom.
1532-1538.
-
Caceres, R., Duffield, N. G., Moon, S. B., & Towsley, D.
(1999).
Inference of Internal loss rates in the MBone. 1853-1858.
-
Caceres, R., Duffield, N. G., Horowitz, J., Presti, F. L., & Towsley, D.
(1999).
Loss-based inference of multicast network topology. Proceedings of the ... IEEE Conference on Decision & Control / IEEE Control Systems Society. IEEE Conference on Decision & Control.
3065-3070 vol.3-3070.
-
Caceres, R., Duffield, N. G., Horowitz, J., Towsley, D., & Bu, T.
(1999).
Multicast-based inference of network-internal characteristics: Accuracy of packet loss estimation. IEEE Infocom.
371-379.
-
Caceres, R., Duffield, N. G., Horowitz, J., LoPresti, F., & Towsley, D.
(1999).
Statistical inference for internal link parameters in a network. 2-4.
-
Duffield, N. G., Lakshman, T. V., & Stiliadis, D.
(1998).
On adaptive bandwidth sharing with rate guarantees. IEEE Infocom.
1122-1130.
-
Duffield, N. G., Ramakrishnan, K. K., & Reibman, A. R.
(1998).
SAVE: An algorithm for smoothed adaptive video over explicit rate networks. IEEE Infocom.
1093-1094.
-
Duffield, N. G., & Low, S. H.
(1998).
The cost of quality in networks of aggregate traffic. IEEE Infocom.
525-532.
-
Duffield, N. G., & Whitt, W.
(1997).
Recovery from congestion in a large multi-server system. TELETRAFFIC CONTRIBUTIONS FOR THE INFORMATION AGE.
371-380.
-
Duffield, N. G., Lewis, J. T., OConnell, N., Russell, R., & Toomey, F.
(1995).
Estimating QoS Parameters for ATM Traffic Using its Entropy. IFIP Advances in Information and Communication Technology.
411-427.
-
DUFFIELD, N. G., LEWIS, J. T., & OCONNELL, N.
(1995).
Predicting quality of service for traffic with long-range fluctuations. 473-477.
-
Duffield, N. G., Lewis, J. T., O'Connell, N., Russell, R., & Toomey, F.
(1994).
Entropy of an arrivals process: A tool for estimating QoS parameters of ATM traffic. Colloquium Digest- IEE.
-
Duffield, N. G., & O'Connell, N.
(1994).
Large deviations for arrivals, departures, and overflow in some queues of interacting traffic. Colloquium Digest- IEE.
-
Duffield, N. G., Lewis, J. T., O'Connell, N., Russell, R., & Toomey, F.
(1994).
Statistical issues raised by the Bellcore data. Colloquium Digest- IEE.
-
DUFFIELD, N. G., & WERNER, R. F.
(1992).
CLASSICAL HAMILTONIAN-DYNAMICS FOR QUANTUM HAMILTONIAN MEAN-FIELD LIMITS. 115-129.
-
Feng, Y., & Duffield, N.
(2022).
Multiscale Energy Network Tomography. 1-9.
-
institutional repository document
-
Hasanzadeh, A., Hajiramezanali, E., Duffield, N., & Qian, X.
(2022).
MoReL: Multi-omics Relational Learning
-
Hasanzadeh, A., Armandpour, M., Hajiramezanali, E., Zhou, M., Duffield, N., & Narayanan, K.
(2021).
Bayesian Graph Contrastive Learning
-
Hajiramezanali, E., Hasanzadeh, A., Duffield, N., Narayanan, K. R., & Qian, X.
(2020).
BayReL: Bayesian Relational Learning for Multi-omics Data Integration
-
Hasanzadeh, A., Hajiramezanali, E., Boluki, S., Zhou, M., Duffield, N., Narayanan, K., & Qian, X.
(2020).
Bayesian Graph Neural Networks with Adaptive Connection Sampling
-
Hajiramezanali, E., Hasanzadeh, A., Duffield, N., Narayanan, K., Zhou, M., & Qian, X.
(2019).
Semi-Implicit Stochastic Recurrent Neural Networks
-
Ahmed, N. K., Duffield, N., & Rossi, R. A.
(2019).
Temporal Network Sampling
-
Ahmed, N. K., & Duffield, N.
(2019).
Adaptive Shrinkage Estimation for Streaming Graphs
-
Hasanzadeh, A., Hajiramezanali, E., Duffield, N., Narayanan, K. R., Zhou, M., & Qian, X.
(2019).
Semi-Implicit Graph Variational Auto-Encoders
-
Hajiramezanali, E., Hasanzadeh, A., Duffield, N., Narayanan, K. R., Zhou, M., & Qian, X.
(2019).
Variational Graph Recurrent Neural Networks
-
Mao, H., Kathuria, D., Duffield, N., & Mohanty, B.
(2019).
Gap Filling of High-Resolution Soil Moisture for SMAP/Sentinel-1: A Two-Layer Machine Learning-Based Framework
-
Ahmed, N. K., Duffield, N., & Xia, L.
(2017).
Sampling for Approximate Bipartite Network Projection
-
Hasanzadeh, A., Liu, X. i., Duffield, N., & Narayanan, K. R.
(2017).
Piecewise Stationary Modeling of Random Processes Over Graphs With an Application to Traffic Prediction
-
Ahmed, N. K., Duffield, N., Willke, T., & Rossi, R. A.
(2017).
On Sampling from Massive Graph Streams
-
Duffield, N., Xu, Y., Xia, L., Ahmed, N., & Yu, M.
(2017).
Stream Aggregation Through Order Sampling
-
Duffield, N., & Krishnamurthy, B.
(2016).
Efficient Sampling for Better OSN Data Provisioning
-
Johnson, D. S., Breslau, L., Diakonikolas, I., Duffield, N., Gu, Y. u., Hajiaghayi, M., ... Sen, S.
(2016).
Near-Optimal Disjoint-Path Facility Location Through Set Cover by Pairs
-
Ahmed, N. K., Neville, J., Rossi, R. A., Duffield, N., & Willke, T. L.
(2015).
Graphlet Decomposition: Framework, Algorithms, and Applications
-
Ahmed, N. K., Neville, J., Rossi, R. A., & Duffield, N. G.
(2015).
Fast Parallel Graphlet Counting for Large Networks
-
Ahmed, N. K., Duffield, N., Neville, J., & Kompella, R.
(2014).
Graph Sample and Hold: A Framework for Big-Graph Analytics
-
Cohen, E., Cormode, G., Duffield, N., & Lund, C.
(2013).
On the Tradeoff between Stability and Fit
-
Cohen, E., Cormode, G., Duffield, N. G., & Lund, C.
(2013).
On the Tradeoff between Stability and Fit
-
Hong, C., Caesar, M., Duffield, N., & Wang, J.
(2012).
Tiresias: Online Anomaly Detection for Hierarchical Operational Network Data
-
Cohen, E., Cormode, G., & Duffield, N.
(2011).
Structure-Aware Sampling: Flexible and Accurate Summarization
-
Cohen, E., Duffield, N., Kaplan, H., Lund, C., & Thorup, M.
(2008).
Stream sampling for variance-optimal estimation of subset sums
-
Cohen, E., Duffield, N. G., Kaplan, H., Lund, C., & Thorup, M.
(2008).
Variance optimal sampling based estimation of subset sums
-
Duffield, N., Lund, C., & Thorup, M.
(2005).
Sampling to estimate arbitrary subset sums
-
Duffield, N., Lund, C., & Thorup, M.
(2005).
Sampling to estimate arbitrary subset sums
-
Hasanzadeh, A., Hajiramezanali, E., Duffield, N., & Qian, X.
(2022).
MoReL: Multi-omics Relational Learning
-
patent
-
Duffield, N., & Krishnamurthy, B.
(2018).
System and method for inferring traffic legitimacy through selective impairment
-
Duffield, N.
(2016).
System and method for customized voice response
-
Duffield, N.
(2016).
Systems and methods for rule-based anomaly detection on IP network flow
-
Duffield, N., & Krishnamurthy, B.
(2015).
System and method for inferring traffic legitimacy through selective impairment
-
Duffield, N., & Krishnamurthy, B.
(2014).
System and method for inferring traffic legitimacy through selective impairment
-
Cormode, G., Cohen, E., & Duffield, N.
(2014).
Methods and apparatus to sample data connections
-
Cormode, G., Cohen, E., & Duffield, N.
(2014).
Methods and apparatus to sample data connections
-
Duffield, N.
(2013).
System and method for customized voice response
-
Gerber, A., Breslau, L., Sen, S., Duffield, N., Lund, C., Ee, C., & Dhamdhere, A.
(2013).
System and method for determination of routing information in a network
-
Sen, S., Duffield, N., Haffner, P., Erman, J., & Jin, Y.
(2013).
Scalable traffic classifier and classifier training system
-
Chase, J., Duffield, N., Greenberg, A. G., Spatscheck, O., Van der Merwe, J. E., & Shackleton, N.
(2012).
Systems, methods, and devices for monitoring networks
-
Duffield, N., Arya, V., & Veitch, D. N.
(2012).
Multicast-Based Inference of Temporal Loss Characteristics in Packet Data Networks
-
Duffield, N., Arya, V., & Veitch, D. N.
(2012).
Multicast-based inference of temporal loss characteristics in packet data networks
-
Breslau, L., Dhamdhere, A., Duffield, N., Ee, C., Gerber, A., Lund, C., & Sen, S.
(2012).
Indirect measurement methodology to infer routing changes using statistics of flow arrival processes
-
Duffield, N., Haffner, P., Jin, Y., Sen, S., & Zhang, Z.
(2012).
Method and apparatus for classifying applications using the collective properties of network traffic
-
Duffield, N., Haffner, P., JIn, Y., Sen, S., & Zhang, Z.
(2012).
Method and apparatus for classifying applications using the collective properties of network traffic in a traffic activity graph
-
Gerber, A., Duffield, N., Manzo, R., & Ramirez, W.
(2012).
System and Method for Inferring Wireless Trajectories in a Cellular Telephone Network
-
Duffield, N.
(2011).
System and method for customized voice response
-
Breslau, L., Duffield, N., Gu, Y., & Sen, S.
(2011).
Method and apparatus for providing performance measurement for a network tunnel
-
Duffield, N., Barford, P., Ron, A., & Sommers, J.
(2011).
Method and apparatus for detecting and localizing an anomaly for a network
-
Cohen, E., Duffield, N., Kaplan, H., Lund, C., & Thorup, M.
(2011).
Method for summarizing data in unaggregated data streams
-
Duffield, N., Lund, C., Sen, S., Zhang, Y., & Singh.
(2011).
Methods and apparatus for detection of hierarchical heavy hitters
-
Duffield, N., Lund, C., Sen, S., Zhang, Y., & Singh, S.
(2011).
Methods and apparatus for detection of hierarchical heavy hitters
-
Sen, S., Duffield, N., Haffner, P., Erman, J., & Jin, Y.
(2011).
Scalable traffic classifier and classifier training system
-
Sen, S., Breslau, L., Duffield, N., & Gu, Y.
(2010).
Method and apparatus for one-way passive loss measurements using sampled flow statistics
-
Duffield, N., Lund, C., Thorup, M., & Cohen, E.
(2010).
Methods and apparatus to bound network traffic estimation error for multistage measurement sampling and aggregation
-
Gerber, A., Breslau, L., Sen, S., Duffield, N., Lund, C., Ee, C., & Dhamdhere, A.
(2010).
System and method for determination of routing information in a network
-
Duffield, N., Breslau, L. M., Ee, C., Gerber, A., Lund, C., & Sen, S.
(2010).
System and method for sampling network traffic
-
Duffield, N., Breslau, L. M., Ee, C., Gerber, A., Lund, C., & Sen, S.
(2010).
System and method for spatially consistent sampling of flow records at constrained, content-dependent rates
-
Duffield, N., Haffner, P., Krishnamurthy, B., & Ringberg, H. A.
(2010).
Systems and methods for rule-based anomaly detection on IP network flow
-
Duffield, N., Lund, C., Thorup, M., Cohen, E., & Kaplan, H.
(2010).
Variance-optimal sampling-based estimation of subset sums
-
Duffield, N., Roughan, M., Sen, S., & Spatscheck, O.
(2010).
Statistical, signature-based approach to IP traffic classification
-
Duffield, N., & Krishnamurthy, B.
(2010).
System and method for inferring traffic legitimacy through selective impairment
-
Duffield, N., Roughan, M., Sen, S., & Spatscheck, O.
(2010).
Statistical, signature-based approach to IP traffic classification
-
Duffield, N., Cohen, E., Kaplan, H., Lund, C., & Thorup, M.
(2009).
Algorithms and estimators for summarization of unaggregated data streams
-
Duffield, N., Cohen, E., Kaplan, H., Lund, C., & Thorup, M.
(2009).
Algorithms and estimators for summarization of unaggregated data streams
-
Lund, C., Cohen, E., Duffield, N., Gerber, A., Hersh, A., Spatscheck, O., Thorup, M., & True, F.
(2009).
Sampling and analyzing packets in a network
-
Duffield, N., & Krishnamurthy, B.
(2009).
System and method for inferring traffic legitimacy through selective impairment
-
Sommers, J., Duffield, N., Barford, P., & Ron, A.
(2009).
Method and apparatus for providing a measurement of performance for a network
-
Duffield, N., Greenberg, A. G., Klincewicz, J. G., Roughan, M., & Zhang, Y.
(2009).
Traffic matrix estimation method and apparatus
-
Duffield, N., Lund, C., & Thorup, M.
(2009).
Optimal combination of sampled measurements
-
Duffield, N., Lund, C., & Thorup, M.
(2009).
Optimal combination of sampled measurements
-
Duffield, N., & Grossglauser, M.
(2009).
Consistent sampling for network traffic measurement
-
Duffield, N., Arya, V., & Veitch, D. N.
(2009).
Multicast-based inference of temporal delay characteristics in packet data networks
-
Duffield, N., Arya, V., & Veitch, D. N.
(2009).
Multicast-based inference of temporal loss characteristics in packet data networks
-
Duffield, N., Lund, C., Sen, S., Zhang, Y., & Singh, S.
(2008).
Methods and apparatus for detection of hierarchical heavy hitters
-
Duffield, N., Lund, C., Sen, S., & Zhang, Y.
(2008).
Methods and apparatus for space efficient adaptive detection of multidimensional hierarchical heavy hitters
-
Duffield, N., Lund, C., & Thorup, M.
(2008).
Optimal combination of sampled measurements
-
Duffield, N., Van Der Merwe, J., Sekar, V., & Spatscheck, O.
(2007).
Method and apparatus for large-scale automated distributed denial of service attack detection
-
Duffield, N. G., Lund, C., & Thorup, M.
(2007).
Apparatus for size-dependent sampling for managing a data network
-
Breslau, L., Duffield, N., & Sen, S.
(2007).
Method for implementing and reporting one-way network measurements
-
Duffield, N., Greenberg, A. G., Klincewicz, J. G., Roughan, M., & Zhang, Y.
(2007).
Traffic matrix estimation method and apparatus
-
Duffield, N., Greenberg, A. G., Goyal, P., Mishra, P. P., Ramakrishnan, K. K., & van der Merwe, J.
(2007).
Virtual private network
-
Duffield, N., Gong, W., Towsley, D., & Zou, C.
(2006).
Adaptive defense against various network attacks
-
Duffield, N., Gong, W., Towsley, D., & Zou, C.
(2006).
Apparatus for optimizing filter
-
Chase, C. J., Duffield, N., Greenberg, A. G., Spatscheck, O., van der Merwe, J. E., & Shackleton, N.
(2006).
Systems, methods, and devices for monitoring networks
-
Duffield, N., Lund, C., & Thorup, M.
(2006).
Method and apparatus for size-dependent sampling for managing a data network
-
Duffield, N., Greenberg, A. G., Goyal, P., Mishra, P. P., Ramakrishnan, K. K., & Van der Merwe, J. E.
(2005).
Virtual private network
-
Duffield, N.
(2005).
Consistent sampling for network traffic measurement
-
Duffield, N., Lund, C., & Thorup, M.
(2002).
Size-dependent sampling for managing a data network
-
Duffield, N., Lakshman, T. V., & Stiliadis, D.
(2002).
Fair queuing system with adaptive bandwidth redistribution
-
Duffield, N., Ramakrishnan, K. K., & Reibman, A. R.
(2001).
Method and apparatus for smoothing and multiplexing video data flows
-
Duffield, N., Stiliadis, D., & Lakshman, T. V.
(1998).
Fair queuing apparatus with adaptive bandwidth redistribution
-
Duffield, N., & Krishnamurthy, B.
(2018).
System and method for inferring traffic legitimacy through selective impairment
Research
principal investigator on
- Advanced Traffic Analysis Optimized for Accelerated Network Virtualization awarded by United States Department of Defense - (Washington D.C., District of Columbia, United States) 2018 - 2020
- EAGER: Adaptive Sampling of Massive Graph Streams awarded by National Science Foundation - (Arlington, Virginia, United States) 2018 - 2020
- EAGER: Real-Time: Learning-Mediated Control for Traffic Shaping awarded by National Science Foundation - (Arlington, Virginia, United States) 2018 - 2020
- NeTS: Small: Collaborative Research: Distributed Approximate Packet Classification awarded by National Science Foundation - (Arlington, Virginia, United States) 2016 - 2020
co-principal investigator on
- HDR Tripods: Texas A&M Research Institute for Interdisciplinary Foundations of DATA Science (TRIFECDAS) awarded by National Science Foundation - (Arlington, Virginia, United States) 2019 - 2022
- Planning Grant: Engineering Research Center for AI in Construction (AI-Con) awarded by National Science Foundation - (Arlington, Virginia, United States) 2019 - 2020
Teaching
teaching activities
- CSCE491 Hnr-research Instructor
- CSCE684 Professional Internship Instructor
- CSCE685 Directed Studies Instructor
- CSCE691 Research Instructor
- ECEN684 Professional Internship Instructor
- ECEN685 Directed Studies Instructor
- ECEN689 Sptp: Data Mining Anlys Instructor
- ECEN691 Research Instructor
- ECEN748 Data Stream Algorithms & Appls Instructor
- ECEN758 Data Mining & Analysis Instructor
Works By Students
chaired theses and dissertations
-
Xia, Liangzhen (2017-12). Sample-Based Estimation of Node Similarity in Streaming Bipartite Graphs.
Background
education and training
- Ph.D. in Physics, Queen Mary University of London - (London, United Kingdom) 1987
awards and honors
Contact
first name
- Nick
has last name
- Duffield
mailing address
-
Texas A&M University
Electrical Engineering
3259 TAMU
College Station, TX 77843-3259
USA
Other
- duffieldng@tamu.edu