Unmanned aerial system and machine learning driven Digital-Twin framework for in-season cotton growth forecasting.

Nick G. Duffield Nick Duffield Nicholas Duffield http://nickduffield.net/work https://scholar.google.com/citations?user=hrQOcZcAAAAJ https://dl.acm.org/profile/81100151464 https://zbmath.org/authors/?q=ai:duffield.nick-g https://orcid.org/0000-0001-7211-1584 https://www.wikidata.org/entity/Q115584358

Pankaj Pal Juan Landivar-Bowles 0001 Jose Luis Landivar-Scott Nick Duffield Kevin J. Nowka Jinha Jung Anjin Chang Kiju Lee Lei Zhao 0014 Mahendra Bhandari Unmanned aerial system and machine learning driven Digital-Twin framework for in-season cotton growth forecasting. 109589 2025 228 Comput. Electron. Agric. https://doi.org/10.1016/j.compag.2024.109589 db/journals/cea/cea228.html#PalLLDNJCLZB25 streams/journals/cea

Ziyi Zhang Shaogang Ren Xiaoning Qian Nick Duffield InvarGC: Invariant Granger Causality for Heterogeneous Interventional Time Series under Latent Confounding. 2025 October abs/2510.19138 CoRR https://doi.org/10.48550/arXiv.2510.19138 db/journals/corr/corr2510.html#abs-2510-19138 streams/journals/corr

Diya Li Zhe Zhang 0001 Bahareh Alizadeh Kharazi Ziyi Zhang Nick Duffield Michelle A. Meyer Courtney M. Thompson Huilin Gao Amir H. Behzadan A reinforcement learning-based routing algorithm for large street networks. 183-215 2024 February 38 Int. J. Geogr. Inf. Sci. 2 https://doi.org/10.1080/13658816.2023.2279975 db/journals/gis/gis38.html#LiZKZDMTGB24

Ziyi Zhang Diya Li Zhe Zhang 0001 Nick Duffield Mining Spatiotemporal Mobility Patterns Using Improved Deep Time Series Clustering. 374 2024 13 ISPRS Int. J. Geo Inf. 11 https://doi.org/10.3390/ijgi13110374 db/journals/ijgi/ijgi13.html#ZhangLZD24 streams/journals/ijgi

Janvita Reddy Peddagudreddygari Haoyu Niu Jose Luis Landivar-Scott Mahendra Bhandari Juan A. Landivar 0001 Craig W. Bednarz Nick Duffield Cotton Yield Prediction via UAV-Based Cotton Boll Image Segmentation Using YOLO Model and Segment Anything Model (SAM). 4346 2024 16 Remote. Sens. 23 https://doi.org/10.3390/rs16234346 db/journals/remotesensing/remotesensing16.html#PeddagudreddygariNLBLBD24 streams/journals/remotesensing

Haoyu Niu Janvita Reddy Peddagudreddygari Mahendra Bhandari Juan A. Landivar 0001 Craig W. Bednarz Nick Duffield In-Season Cotton Yield Prediction with Scale-Aware Convolutional Neural Network Models and Unmanned Aerial Vehicle RGB Imagery. 2432 2024 April 24 Sensors 8 https://doi.org/10.3390/s24082432 db/journals/sensors/sensors24.html#NiuPBLBD24

Xinyue Ye Shoujia Li Ge Gao David Retchless Zhenhang Cai Galen Newman Jiaxin Du Nick Duffield 3D visualization of hurricane storm surge impact on urban infrastructure. 9 2024 3 Urban Inform. 1 https://doi.org/10.1007/s44212-024-00043-x db/journals/urbaninformatics/urbaninformatics3.html#YeLGRCNDD24

Ziyi Zhang Shaogang Ren Xiaoning Qian Nick Duffield Learning Flexible Time-windowed Granger Causality Integrating Heterogeneous Interventional Time Series Data. 4408-4418 2024 KDD https://doi.org/10.1145/3637528.3672023 conf/kdd/2024 db/conf/kdd/kdd2024.html#ZhangRQD24 Ziyi Zhang Shaogang Ren Xiaoning Qian Nick Duffield Towards Invariant Time Series Forecasting in Smart Cities. 1344-1350 2024 WWW (Companion Volume) https://doi.org/10.1145/3589335.3651897 https://www.wikidata.org/entity/Q131198052 conf/www/2024c db/conf/www/www2024c.html#ZhangRQD24

Peiman Mohseni Nick Duffield Spectral Convolutional Conditional Neural Processes. 2024 abs/2404.13182 CoRR https://doi.org/10.48550/arXiv.2404.13182 db/journals/corr/corr2404.html#abs-2404-13182

Ziyi Zhang Shaogang Ren Xiaoning Qian Nick Duffield Towards Invariant Time Series Forecasting in Smart Cities. 2024 abs/2405.05430 CoRR https://doi.org/10.48550/arXiv.2405.05430 db/journals/corr/corr2405.html#abs-2405-05430

Ziyi Zhang Shaogang Ren Xiaoning Qian Nick Duffield Learning Flexible Time-windowed Granger Causality Integrating Heterogeneous Interventional Time Series Data. 2024 abs/2406.10419 CoRR https://doi.org/10.48550/arXiv.2406.10419 db/journals/corr/corr2406.html#abs-2406-10419

Ziyi Zhang Diya Li Zhenlei Song Nick Duffield Zhe Zhang 0001 Location-Aware Social Network Recommendation via Temporal Graph Networks. 58-61 2023 LocalRec@SIGSPATIAL https://doi.org/10.1145/3615896.3628342 conf/localrec/2023 db/conf/localrec/localrec2023.html#ZhangLSD023 Peiman Mohseni Nick Duffield Bani K. Mallick Arman Hasanzadeh Adaptive Conditional Quantile Neural Processes. 1445-1455 2023 UAI https://proceedings.mlr.press/v216/mohseni23a.html conf/uai/2023 db/conf/uai/uai2023.html#MohseniDMH23

Peiman Mohseni Nick Duffield Bani K. Mallick Arman Hasanzadeh Adaptive Conditional Quantile Neural Processes. 2023 abs/2305.18777 CoRR https://doi.org/10.48550/arXiv.2305.18777 db/journals/corr/corr2305.html#abs-2305-18777

Binbin Lin Lei Zou 0002 Nick Duffield Ali Mostafavi Heng Cai Bing Zhou 0005 Jian Tao Mingzheng Yang Debayan Mandal Joynal Abedin Revealing the linguistic and geographical disparities of public awareness to Covid-19 outbreak through social media. 868-889 2022 15 Int. J. Digit. Earth 1 https://doi.org/10.1080/17538947.2022.2070677 db/journals/digearth/digearth15.html#LinZDMCZTYMA22

Arman Hasanzadeh Ehsan Hajiramezanali Nick Duffield Xiaoning Qian MoReL: Multi-omics Relational Learning. 2022 ICLR https://openreview.net/forum?id=DnG75_KyHjX conf/iclr/2022 db/conf/iclr/iclr2022.html#HasanzadehHDQ22 Yixiao Feng Nick Duffield Multiscale Energy Network Tomography. 1-9 2022 IFIP Networking https://doi.org/10.23919/IFIPNetworking55013.2022.9829766 conf/networking/2022 db/conf/networking/networking2022.html#FengD22 Yunhong Xu Keqiang He Rui Wang 0025 Minlan Yu Nick Duffield Hassan M. G. Wassel Shidong Zhang Leon Poutievski Junlan Zhou Amin Vahdat Hashing Design in Modern Networks: Challenges and Mitigation Techniques. 805-818 2022 USENIX ATC https://www.usenix.org/conference/atc22/presentation/xu conf/usenix/2022 db/conf/usenix/usenix2022.html#XuH0YDWZPZV22

Arman Hasanzadeh Ehsan Hajiramezanali Nick Duffield Xiaoning Qian MoReL: Multi-omics Relational Learning. 2022 abs/2203.08149 CoRR https://doi.org/10.48550/arXiv.2203.08149 db/journals/corr/corr2203.html#abs-2203-08149

Nesreen K. Ahmed Nick Duffield Ryan A. Rossi Online Sampling of Temporal Networks. 59:1-59:27 2021 15 ACM Trans. Knowl. Discov. Data 4 https://doi.org/10.1145/3442202 db/journals/tkdd/tkdd15.html#AhmedDR21

Sourav Panda Yixiao Feng Sameer G. Kulkarni K. K. Ramakrishnan Nick Duffield Laxmi N. Bhuyan SmartWatch: accurate traffic analysis and flow-state tracking for intrusion prevention using SmartNICs. 60-75 2021 CoNEXT https://doi.org/10.1145/3485983.3494861 conf/conext/2021 db/conf/conext/conext2021.html#PandaFKRDB21 Ziyi Zhang Diya Li Zhe Zhang 0001 Nicholas Duffield A time-series clustering algorithm for analyzing the changes of mobility pattern caused by COVID-19. 13-17 2021 HANIMOB@SIGSPATIAL https://doi.org/10.1145/3486637.3489489 https://www.wikidata.org/entity/Q130965781 conf/gis/2021hanimob db/conf/gis/hanimob2021.html#ZhangLZD21

Binbin Lin Lei Zou 0002 Nick Duffield Ali Mostafavi Heng Cai Bing Zhou 0005 Jian Tao Mingzheng Yang Debayan Mandal Joynal Abedin Revealing the Global Linguistic and Geographical Disparities of Public Awareness to Covid-19 Outbreak through Social Media. 2021 abs/2111.03446 CoRR https://arxiv.org/abs/2111.03446 db/journals/corr/corr2111.html#abs-2111-03446

Arman Hasanzadeh Mohammadreza Armandpour Ehsan Hajiramezanali Mingyuan Zhou Nick Duffield Krishna Narayanan 0001 Bayesian Graph Contrastive Learning. 2021 abs/2112.07823 CoRR https://arxiv.org/abs/2112.07823 db/journals/corr/corr2112.html#abs-2112-07823

David S. Johnson 0001 Lee Breslau Ilias Diakonikolas Nick Duffield Yu Gu 0004 MohammadTaghi Hajiaghayi Howard J. Karloff Mauricio G. C. Resende Subhabrata Sen Near-Optimal Disjoint-Path Facility Location Through Set Cover by Pairs. 896-926 2020 68 Oper. Res. 3 https://doi.org/10.1287/opre.2019.1956 db/journals/ior/ior68.html#JohnsonBDDGHKRS20

Xi Liu 0011 Muhe Xie Xidao Wen Rui Chen 0012 Yong Ge Nick Duffield Na Wang Micro- and macro-level churn analysis of large-scale mobile games. 1465-1496 2020 62 Knowl. Inf. Syst. 4 https://doi.org/10.1007/s10115-019-01394-7 db/journals/kais/kais62.html#LiuXWCGDW20

Ehsan Hajiramezanali Arman Hasanzadeh Nick Duffield Krishna Narayanan 0001 Mingyuan Zhou Xiaoning Qian Semi-Implicit Stochastic Recurrent Neural Networks. 3342-3346 2020 ICASSP https://doi.org/10.1109/ICASSP40776.2020.9053491 conf/icassp/2020 db/conf/icassp/icassp2020.html#HajiramezanaliH20 Hanzi Mao Xi Liu 0011 Nick Duffield Hao Yuan 0001 Shuiwang Ji Binayak P. Mohanty Context-aware Deep Representation Learning for Geo-spatiotemporal Analysis. 392-401 2020 ICDM https://doi.org/10.1109/ICDM50108.2020.00048 conf/icdm/2020 db/conf/icdm/icdm2020.html#MaoLDYJM20 Arman Hasanzadeh Ehsan Hajiramezanali Shahin Boluki Mingyuan Zhou Nick Duffield Krishna Narayanan 0001 Xiaoning Qian Bayesian Graph Neural Networks with Adaptive Connection Sampling. 4094-4104 2020 ICML http://proceedings.mlr.press/v119/hasanzadeh20a.html conf/icml/2020 db/conf/icml/icml2020.html#HasanzadehHBZD020 Yixiao Feng Sourav Panda Sameer G. Kulkarni K. K. Ramakrishnan Nick Duffield A SmartNIC-Accelerated Monitoring Platform for In-band Network Telemetry. 1-6 2020 LANMAN https://doi.org/10.1109/LANMAN49260.2020.9153279 conf/lanman/2020 db/conf/lanman/lanman2020.html#FengPKRD20 Yunhong Xu Hao Wu 0023 Nick Duffield Bin Liu 0001 Minlan Yu Poster: CO2: Collaborative Packet Classification for Network Functions with Overselection. 619-621 2020 Networking https://ieeexplore.ieee.org/document/9142804 conf/networking/2020 db/conf/networking/networking2020.html#XuWDLY20 Nesreen K. Ahmed Nick Duffield Adaptive Shrinkage Estimation for Streaming Graphs. 2020 NeurIPS https://proceedings.neurips.cc/paper/2020/hash/780261c4b9a55cd803080619d0cc3e11-Abstract.html conf/nips/2020 db/conf/nips/neurips2020.html#AhmedD20 Ehsan Hajiramezanali Arman Hasanzadeh Nick Duffield Krishna Narayanan 0001 Xiaoning Qian BayReL: Bayesian Relational Learning for Multi-omics Data Integration. 2020 NeurIPS https://proceedings.neurips.cc/paper/2020/hash/df5511886da327a5e2877c3cd733d9d7-Abstract.html conf/nips/2020 db/conf/nips/neurips2020.html#HajiramezanaliH20

Arman Hasanzadeh Ehsan Hajiramezanali Shahin Boluki Mingyuan Zhou Nick Duffield Krishna Narayanan 0001 Xiaoning Qian Bayesian Graph Neural Networks with Adaptive Connection Sampling. 2020 abs/2006.04064 CoRR https://arxiv.org/abs/2006.04064 db/journals/corr/corr2006.html#abs-2006-04064

Ehsan Hajiramezanali Arman Hasanzadeh Nick Duffield Krishna R. Narayanan Xiaoning Qian BayReL: Bayesian Relational Learning for Multi-omics Data Integration. 2020 abs/2010.05895 CoRR https://arxiv.org/abs/2010.05895 db/journals/corr/corr2010.html#abs-2010-05895

Thomas Bonald Nick Duffield Editorial. 20:1-20:2 2019 3 Proc. ACM Meas. Anal. Comput. Syst. 2 https://doi.org/10.1145/3341617.3326134 db/journals/pomacs/pomacs3.html#BonaldD19

Arman Hasanzadeh Xi Liu 0011 Nick Duffield Krishna R. Narayanan Piecewise Stationary Modeling of Random Processes Over Graphs With an Application to Traffic Prediction. 3779-3788 2019 IEEE BigData https://doi.org/10.1109/BigData47090.2019.9005965 conf/bigdataconf/2019 db/conf/bigdataconf/bigdataconf2019.html#Hasanzadeh0DN19 Ehsan Hajiramezanali Arman Hasanzadeh Krishna R. Narayanan Nick Duffield Mingyuan Zhou Xiaoning Qian Variational Graph Recurrent Neural Networks. 10700-10710 2019 NeurIPS https://proceedings.neurips.cc/paper/2019/hash/a6b8deb7798e7532ade2a8934477d3ce-Abstract.html http://papers.nips.cc/paper/9254-variational-graph-recurrent-neural-networks conf/nips/2019 db/conf/nips/nips2019.html#HajiramezanaliH19 Arman Hasanzadeh Ehsan Hajiramezanali Krishna R. Narayanan Nick Duffield Mingyuan Zhou Xiaoning Qian Semi-Implicit Graph Variational Auto-Encoders. 10711-10722 2019 NeurIPS https://proceedings.neurips.cc/paper/2019/hash/fd4771e85e1f916f239624486bff502d-Abstract.html http://papers.nips.cc/paper/9255-semi-implicit-graph-variational-auto-encoders conf/nips/2019 db/conf/nips/nips2019.html#HasanzadehHNDZQ19 Xi Liu 0011 Ping-Chun Hsieh Nick Duffield Rui Chen 0012 Muhe Xie Xidao Wen Real-Time Streaming Graph Embedding Through Local Actions. 285-293 2019 WWW (Companion Volume) https://doi.org/10.1145/3308560.3316585 conf/www/2019c db/conf/www/www2019c.html#LiuHDCXW19 Erich M. Nahum Thomas Bonald Nick Duffield Abstracts of the 2019 SIGMETRICS/Performance Joint International Conference on Measurement and Modeling of Computer Systems, Phoenix, AZ, USA, June 24-28, 2019. ACM SIGMETRICS (Abstracts) 2019 978-1-4503-6678-6 https://doi.org/10.1145/3309697 https://doi.org/10.1145/3376930 db/conf/sigmetrics/sigmetrics2019.html

Xi Liu 0011 Muhe Xie Xidao Wen Rui Chen 0012 Yong Ge Nick Duffield Na Wang Micro- and Macro-Level Churn Analysis of Large-Scale Mobile Games. 2019 abs/1901.06247 CoRR http://arxiv.org/abs/1901.06247 db/journals/corr/corr1901.html#abs-1901-06247

Nesreen K. Ahmed Nick Duffield Network Shrinkage Estimation. 2019 abs/1908.01087 CoRR http://arxiv.org/abs/1908.01087 db/journals/corr/corr1908.html#abs-1908-01087

Mahmood Ettehad Nick Duffield Gregory Berkolaiko Optimizing Consistent Merging and Pruning of Subgraphs in Network Tomography. 2019 abs/1908.03519 CoRR http://arxiv.org/abs/1908.03519 db/journals/corr/corr1908.html#abs-1908-03519

Arman Hasanzadeh Ehsan Hajiramezanali Nick Duffield Krishna R. Narayanan Mingyuan Zhou Xiaoning Qian Semi-Implicit Graph Variational Auto-Encoders. 2019 abs/1908.07078 CoRR http://arxiv.org/abs/1908.07078 db/journals/corr/corr1908.html#abs-1908-07078

Ehsan Hajiramezanali Arman Hasanzadeh Nick Duffield Krishna R. Narayanan Mingyuan Zhou Xiaoning Qian Variational Graph Recurrent Neural Networks. 2019 abs/1908.09710 CoRR http://arxiv.org/abs/1908.09710 db/journals/corr/corr1908.html#abs-1908-09710

Nesreen K. Ahmed Nick Duffield Ryan A. Rossi Temporal Network Sampling. 2019 abs/1910.08657 CoRR http://arxiv.org/abs/1910.08657 db/journals/corr/corr1910.html#abs-1910-08657

Ehsan Hajiramezanali Arman Hasanzadeh Nick Duffield Krishna R. Narayanan Mingyuan Zhou Xiaoning Qian Semi-Implicit Stochastic Recurrent Neural Networks. 2019 abs/1910.12819 CoRR http://arxiv.org/abs/1910.12819 db/journals/corr/corr1910.html#abs-1910-12819

Xi Liu 0011 Muhe Xie Xidao Wen Rui Chen 0012 Yong Ge Nick Duffield Na Wang A Semi-Supervised and Inductive Embedding Model for Churn Prediction of Large-Scale Mobile Games. 277-286 2018 ICDM https://doi.org/10.1109/ICDM.2018.00043 conf/icdm/2018 db/conf/icdm/icdm2018.html#LiuXWCGDW18 Nesreen K. Ahmed Nick G. Duffield Liangzhen Xia Sampling for Approximate Bipartite Network Projection. 3286-3292 2018 IJCAI https://doi.org/10.24963/ijcai.2018/456 conf/ijcai/2018 db/conf/ijcai/ijcai2018.html#AhmedDX18

Xi Liu 0011 Muhe Xie Xidao Wen Rui Chen 0012 Yong Ge Nick Duffield Na Wang A Semi-Supervised and Inductive Embedding Model for Churn Prediction of Large-Scale Mobile Games. 2018 abs/1808.06573 CoRR http://arxiv.org/abs/1808.06573 db/journals/corr/corr1808.html#abs-1808-06573

Xi Liu 0011 Ping-Chun Hsieh Nick Duffield Rui Chen 0012 Muhe Xie Xidao Wen Streaming Network Embedding through Local Actions. 2018 abs/1811.05932 CoRR http://arxiv.org/abs/1811.05932 db/journals/corr/corr1811.html#abs-1811-05932

Nesreen K. Ahmed Jennifer Neville Ryan A. Rossi Nick G. Duffield Theodore L. Willke Graphlet decomposition: framework, algorithms, and applications. 689-722 2017 50 Knowl. Inf. Syst. 3 https://doi.org/10.1007/s10115-016-0965-5 db/journals/kais/kais50.html#AhmedNRDW17

Nesreen K. Ahmed Nick G. Duffield Theodore L. Willke Ryan A. Rossi On Sampling from Massive Graph Streams. 1430-1441 2017 10 Proc. VLDB Endow. 11 http://www.vldb.org/pvldb/vol10/p1430-ahmed.pdf https://doi.org/10.14778/3137628.3137651 db/journals/pvldb/pvldb10.html#AhmedDWR17

Nick G. Duffield Yunhong Xu Liangzhen Xia Nesreen K. Ahmed Minlan Yu Stream Aggregation Through Order Sampling. 909-918 2017 CIKM https://doi.org/10.1145/3132847.3133042 conf/cikm/2017 db/conf/cikm/cikm2017.html#DuffieldXXAY17

Nesreen K. Ahmed Nick G. Duffield Theodore L. Willke Ryan A. Rossi On Sampling from Massive Graph Streams. 2017 abs/1703.02625 CoRR http://arxiv.org/abs/1703.02625 db/journals/corr/corr1703.html#AhmedDWR17

Nick G. Duffield Yunhong Xu Liangzhen Xia Nesreen K. Ahmed Minlan Yu Stream Aggregation Through Order Sampling. 2017 abs/1703.02693 CoRR http://arxiv.org/abs/1703.02693 db/journals/corr/corr1703.html#DuffieldXXAY17

Nesreen K. Ahmed Nick G. Duffield Liangzhen Xia Estimating Node Similarity by Sampling Streaming Bipartite Graphs. 2017 abs/1712.08685 CoRR http://arxiv.org/abs/1712.08685 db/journals/corr/corr1712.html#abs-1712-08685

Edith Cohen Graham Cormode Nick G. Duffield Carsten Lund On the Tradeoff between Stability and Fit. 7:1-7:24 2016 13 ACM Trans. Algorithms 1 https://doi.org/10.1145/2963103 db/journals/talg/talg13.html#CohenCDL16

Nick G. Duffield Balachander Krishnamurthy Efficient sampling for better OSN data provisioning. 861-868 2016 Allerton https://doi.org/10.1109/ALLERTON.2016.7852324 conf/allerton/2016 db/conf/allerton/allerton2016.html#DuffieldK16

David S. Johnson 0001 Lee Breslau Ilias Diakonikolas Nick G. Duffield Yu Gu 0004 MohammadTaghi Hajiaghayi Howard J. Karloff Mauricio G. C. Resende Subhabrata Sen Near-Optimal Disjoint-Path Facility Location Through Set Cover by Pairs. 2016 abs/1611.01210 CoRR http://arxiv.org/abs/1611.01210 db/journals/corr/corr1611.html#JohnsonBDD0HKRS16

Nick G. Duffield Balachander Krishnamurthy Efficient Sampling for Better OSN Data Provisioning. 2016 abs/1612.04666 CoRR http://arxiv.org/abs/1612.04666 db/journals/corr/corr1612.html#DuffieldK16

Nesreen K. Ahmed Jennifer Neville Ryan A. Rossi Nick G. Duffield Efficient Graphlet Counting for Large Networks. 1-10 2015 ICDM https://doi.org/10.1109/ICDM.2015.141 https://doi.ieeecomputersociety.org/10.1109/ICDM.2015.141 conf/icdm/2015 db/conf/icdm/icdm2015.html#AhmedNRD15

Nesreen K. Ahmed Jennifer Neville Ryan A. Rossi Nick G. Duffield Fast Parallel Graphlet Counting for Large Networks. 2015 abs/1506.04322 CoRR http://arxiv.org/abs/1506.04322 db/journals/corr/corr1506.html#AhmedNRD15

Edith Cohen Nick G. Duffield Haim Kaplan Carsten Lund Mikkel Thorup Algorithms and estimators for summarization of unaggregated data streams. 1214-1244 2014 80 J. Comput. Syst. Sci. 7 https://doi.org/10.1016/j.jcss.2014.04.009 db/journals/jcss/jcss80.html#CohenDKLT14

Nick G. Duffield Jie Wu 0001 Challenges and opportunities for analysis based research in big data. 1 2014 IPCCC https://doi.org/10.1109/PCCC.2014.7017014 https://doi.ieeecomputersociety.org/10.1109/PCCC.2014.7017014 conf/ipccc/2014 db/conf/ipccc/ipccc2014.html#DuffieldW14 Nesreen K. Ahmed Nick G. Duffield Jennifer Neville Ramana Rao Kompella Graph sample and hold: a framework for big-graph analytics. 1446-1455 2014 KDD https://doi.org/10.1145/2623330.2623757 conf/kdd/2014 db/conf/kdd/kdd2014.html#AhmedDNK14 Graham Cormode Nick G. Duffield Sampling for big data: a tutorial. 1975 2014 KDD https://doi.org/10.1145/2623330.2630811 conf/kdd/2014 db/conf/kdd/kdd2014.html#CormodeD14

Nesreen K. Ahmed Nick G. Duffield Jennifer Neville Ramana Rao Kompella Graph Sample and Hold: A Framework for Big-Graph Analytics. 2014 abs/1403.3909 CoRR http://arxiv.org/abs/1403.3909 db/journals/corr/corr1403.html#AhmedDNK14

Nick G. Duffield Richard J. Gibbens Editorial message from the program chairs. 691 2013 70 Perform. Evaluation 10 https://doi.org/10.1016/j.peva.2013.08.005 db/journals/pe/pe70.html#DuffieldG13

Myungjin Lee Nick G. Duffield Ramana Rao Kompella High-Fidelity Per-Flow Delay Measurements With Reference Latency Interpolation. 1567-1580 2013 21 IEEE/ACM Trans. Netw. 5 https://doi.org/10.1109/TNET.2012.2227793 db/journals/ton/ton21.html#LeeDK13

Yi-Chao Chen 0001 Gene Moo Lee Nick G. Duffield Lili Qiu Jia Wang 0001 Event detection using customer care calls. 1690-1698 2013 INFOCOM https://doi.org/10.1109/INFCOM.2013.6566966 conf/infocom/2013 db/conf/infocom/infocom2013.html#ChenLDQW13 Yingying Chen 0002 Nick G. Duffield Patrick Haffner Wen-Ling Hsu Guy Jacobson Yu Jin 0001 Subhabrata Sen Shobha Venkataraman Zhi-Li Zhang Understanding the complexity of 3G UMTS network performance. 1-9 2013 Networking https://ieeexplore.ieee.org/document/6663506/ conf/networking/2013 db/conf/networking/networking2013.html#ChenDHHJ0SVZ13 Wei Dong Nick G. Duffield Zihui Ge Seungjoon Lee Jeffrey Pang Modeling Cellular User Mobility Using a Leap Graph. 53-62 2013 PAM https://doi.org/10.1007/978-3-642-36516-4_6 conf/pam/2013 db/conf/pam/pam2013.html#DongDGLP13

Edith Cohen Graham Cormode Nick G. Duffield Carsten Lund On the Tradeoff between Stability and Fit http://arxiv.org/abs/1302.2137 2013 CoRR abs/1302.2137 db/journals/corr/corr1302.html#abs-1302-2137

Yu Jin 0001 Nick G. Duffield Jeffrey Erman Patrick Haffner Subhabrata Sen Zhi-Li Zhang A Modular Machine Learning System for Flow-Level Traffic Classification in Large Networks. 4:1-4:34 2012 6 ACM Trans. Knowl. Discov. Data 1 https://doi.org/10.1145/2133360.2133364 db/journals/tkdd/tkdd6.html#JinDEHSZ12

Myungjin Lee Nick G. Duffield Ramana Rao Kompella Opportunistic Flow-Level Latency Estimation Using Consistent NetFlow. 139-152 2012 20 IEEE/ACM Trans. Netw. 1 https://doi.org/10.1109/TNET.2011.2157975 db/journals/ton/ton20.html#LeeDK12

Chi-Yao Hong Matthew Caesar 0001 Nick G. Duffield Jia Wang 0001 Tiresias: Online Anomaly Detection for Hierarchical Operational Network Data. 173-182 2012 ICDCS https://doi.org/10.1109/ICDCS.2012.30 https://doi.ieeecomputersociety.org/10.1109/ICDCS.2012.30 conf/icdcs/2012 db/conf/icdcs/icdcs2012.html#HongCDW12 Myungjin Lee Nick G. Duffield Ramana Rao Kompella MAPLE: a scalable architecture for maintaining packet latency measurements. 101-114 2012 Internet Measurement Conference https://doi.org/10.1145/2398776.2398788 conf/imc/2012 db/conf/imc/imc2012.html#LeeDK12 Josep Sanjuàs-Cuxart Pere Barlet-Ros Nick G. Duffield Ramana Rao Kompella Cuckoo sampling: Robust collection of flow aggregates under a fixed memory budget. 2751-2755 2012 INFOCOM https://doi.org/10.1109/INFCOM.2012.6195693 conf/infocom/2012 db/conf/infocom/infocom2012.html#Sanjuas-CuxartBDK12 Yu Jin 0001 Nick Duffield Alexandre Gerber Patrick Haffner Wen-Ling Hsu Guy Jacobson Subhabrata Sen Shobha Venkataraman Zhi-Li Zhang Characterizing data usage patterns in a large cellular network. 7-12 2012 CellNet@SIGCOMM https://doi.org/10.1145/2342468.2342471 conf/sigcomm/2012cellnet db/conf/sigcomm/cellnet2012.html#0001DGHHJSVZ12 Edith Cohen Graham Cormode Nick G. Duffield Don't let the negatives bring you down: sampling from streams of signed updates. 343-354 2012 SIGMETRICS https://doi.org/10.1145/2254756.2254798 https://doi.org/10.1145/2318857.2254798 conf/sigmetrics/2012 db/conf/sigmetrics/sigmetrics2012.html#CohenCD12 Nick G. Duffield Fair sampling across network flow measurements. 367-378 2012 SIGMETRICS https://doi.org/10.1145/2254756.2254800 https://doi.org/10.1145/2318857.2254800 conf/sigmetrics/2012 db/conf/sigmetrics/sigmetrics2012.html#Duffield12 Myungjin Lee Nick G. Duffield Ramana Rao Kompella A scalable architecture for maintaining packet latency measurements. 391-392 2012 SIGMETRICS https://doi.org/10.1145/2254756.2254808 https://doi.org/10.1145/2318857.2254808 conf/sigmetrics/2012 db/conf/sigmetrics/sigmetrics2012.html#LeeDK12

Chi-Yao Hong Matthew Caesar 0001 Nick G. Duffield Jia Wang 0001 Tiresias: Online Anomaly Detection for Hierarchical Operational Network Data http://arxiv.org/abs/1203.2163 2012 CoRR abs/1203.2163 db/journals/corr/corr1203.html#abs-1203-2163

Nick G. Duffield Al Morton Joel Sommers Loss Episode Metrics for IP Performance Metrics (IPPM). 2012 1-21 RFC 6534 May https://doi.org/10.17487/RFC6534 https://www.wikidata.org/entity/Q47278200 db/journals/rfc/rfc6500-6599.html

Edith Cohen Graham Cormode Nick G. Duffield Structure-Aware Sampling: Flexible and Accurate Summarization. 819-830 2011 4 Proc. VLDB Endow. 11 http://www.vldb.org/pvldb/vol4/p819-cohen.pdf db/journals/pvldb/pvldb4.html#CohenCD11

Edith Cohen Nick G. Duffield Haim Kaplan Carsten Lund Mikkel Thorup Efficient Stream Sampling for Variance-Optimal Estimation of Subset Sums. 1402-1431 2011 40 SIAM J. Comput. 5 https://doi.org/10.1137/10079817X db/journals/siamcomp/siamcomp40.html#CohenDKLT11

Lee Breslau Ilias Diakonikolas Nick G. Duffield Yu Gu 0004 Mohammad Taghi Hajiaghayi David S. Johnson 0001 Howard J. Karloff Mauricio G. C. Resende Subhabrata Sen Disjoint-Path Facility Location: Theory and Practice. 60-74 2011 ALENEX https://doi.org/10.1137/1.9781611972917.7 conf/alenex/2011 db/conf/alenex/alenex2011.html#BreslauDDGHJKRS11 Josep Sanjuàs-Cuxart Pere Barlet-Ros Nick G. Duffield Ramana Rao Kompella Sketching the delay: tracking temporally uncorrelated flow-level latencies. 483-498 2011 Internet Measurement Conference https://doi.org/10.1145/2068816.2068861 conf/imc/2011 db/conf/imc/imc2011.html#Sanjuas-CuxartBDK11 Yu Jin 0001 Nick G. Duffield Alexandre Gerber Patrick Haffner Wen-Ling Hsu Guy Jacobson Subhabrata Sen Shobha Venkataraman Zhi-Li Zhang Making sense of customer tickets in cellular networks. 101-105 2011 INFOCOM https://doi.org/10.1109/INFCOM.2011.5934875 conf/infocom/2011 db/conf/infocom/infocom2011.html#JinDGHHJSVZ11 Joel Sommers Rhys Alistair Bowden Brian Eriksson Paul Barford Matthew Roughan Nick G. Duffield Efficient network-wide flow record generation. 2363-2371 2011 INFOCOM https://doi.org/10.1109/INFCOM.2011.5935055 conf/infocom/2011 db/conf/infocom/infocom2011.html#SommersBEBRD11 Yu Jin 0001 Nick G. Duffield Alexandre Gerber Patrick Haffner Wen-Ling Hsu Guy Jacobson Subhabrata Sen Shobha Venkataraman Zhi-Li Zhang Large-scale app-based reporting of customer problems in cellular networks: potential and limitations. 13-18 2011 W-MUST@SIGCOMM https://doi.org/10.1145/2018602.2018607 conf/sigcomm/2011wmust db/conf/sigcomm/w-must2011.html#0001DGHHJSVZ11 Edith Cohen Graham Cormode Nick G. Duffield Structure-aware sampling on data streams. 197-208 2011 SIGMETRICS https://doi.org/10.1145/1993744.1993763 https://doi.org/10.1145/2007116.2007135 conf/sigmetrics/2011 db/conf/sigmetrics/sigmetrics2011.html#CohenCD11

Edith Cohen Graham Cormode Nick G. Duffield Structure-Aware Sampling: Flexible and Accurate Summarization http://arxiv.org/abs/1102.5146 2011 CoRR abs/1102.5146 db/journals/corr/corr1102.html#abs-1102-5146

Joel Sommers Paul Barford Nick G. Duffield Amos Ron Multiobjective monitoring for SLA compliance. 652-665 2010 18 IEEE/ACM Trans. Netw. 2 http://doi.acm.org/10.1145/1816262.1816286 db/journals/ton/ton18.html#SommersBDR10

Yu Jin 0001 Nick G. Duffield Alexandre Gerber Patrick Haffner Subhabrata Sen Zhi-Li Zhang NEVERMIND, the problem is already fixed: proactively detecting and troubleshooting customer DSL problems. 7 2010 CoNEXT https://doi.org/10.1145/1921168.1921178 conf/conext/2010 db/conf/conext/conext2010.html#JinDGHSZ10 Amogh Dhamdhere Lee Breslau Nick G. Duffield Cheng Tien Ee Alexandre Gerber Carsten Lund Subhabrata Sen Flowroute: inferring forwarding table updates using passive flow-level measurements. 315-321 2010 Internet Measurement Conference https://doi.org/10.1145/1879141.1879183 conf/imc/2010 db/conf/imc/imc2010.html#DhamdhereBDEGLS10 Brian Eriksson Paul Barford Rhys Alistair Bowden Nick G. Duffield Joel Sommers Matthew Roughan BasisDetect: a model-based network event detection framework. 451-464 2010 Internet Measurement Conference https://doi.org/10.1145/1879141.1879200 conf/imc/2010 db/conf/imc/imc2010.html#ErikssonBBDSR10 Myungjin Lee Nick G. Duffield Ramana Rao Kompella Two Samples are Enough: Opportunistic Flow-level Latency Estimation using NetFlow. 2196-2204 2010 INFOCOM https://doi.org/10.1109/INFCOM.2010.5462044 conf/infocom/2010 db/conf/infocom/infocom2010.html#LeeDK10 Myungjin Lee Nick G. Duffield Ramana Rao Kompella Not all microseconds are equal: fine-grained per-flow measurements with reference latency interpolation. 27-38 2010 SIGCOMM https://doi.org/10.1145/1851182.1851188 https://doi.org/10.1145/1851275.1851188 conf/sigcomm/2010 db/conf/sigcomm/sigcomm2010.html#LeeDK10 Yu Jin 0001 Nick G. Duffield Patrick Haffner Subhabrata Sen Zhi-Li Zhang Inferring applications at the network layer using collective traffic statistics. 351-352 2010 SIGMETRICS https://doi.org/10.1145/1811039.1811082 https://doi.org/10.1145/1811099.1811082 conf/sigmetrics/2010 db/conf/sigmetrics/sigmetrics2010.html#JinDHSZ10 Yu Jin 0001 Nick G. Duffield Patrick Haffner Subhabrata Sen Zhi-Li Zhang Inferring applications at the network layer using collective traffic statistics. 1-8 2010 ITC https://doi.org/10.1109/ITC.2010.5608729 conf/teletraffic/2010 db/conf/teletraffic/itc2010.html#0001DHSZ10

Edith Cohen Nick G. Duffield Haim Kaplan Carsten Lund Mikkel Thorup Composable, Scalable, and Accurate Weight Summarization of Unaggregated Data Sets. 431-442 2009 2 Proc. VLDB Endow. 1 http://www.vldb.org/pvldb/vol2/vldb09-85.pdf https://doi.org/10.14778/1687627.1687677 db/journals/pvldb/pvldb2.html#CohenDKLT09

Daniel Stutzbach Reza Rejaie Nick G. Duffield Subhabrata Sen Walter Willinger On unbiased sampling for unstructured peer-to-peer networks. 377-390 2009 17 IEEE/ACM Trans. Netw. 2 http://doi.acm.org/10.1145/1552193.1552195 db/journals/ton/ton17.html#StutzbachRDSW09

Nick G. Duffield Patrick Haffner Balachander Krishnamurthy Haakon Ringberg Rule-Based Anomaly Detection on IP Flows. 424-432 2009 INFOCOM https://doi.org/10.1109/INFCOM.2009.5061947 conf/infocom/2009 db/conf/infocom/infocom2009.html#DuffieldHKR09 Paul Barford Nick G. Duffield Amos Ron Joel Sommers Network Performance Anomaly Detection and Localization. 1377-1385 2009 INFOCOM https://doi.org/10.1109/INFCOM.2009.5062053 conf/infocom/2009 db/conf/infocom/infocom2009.html#BarfordDRS09 Amir Hassan Rasti Mojtaba Torkjazi Reza Rejaie Nick G. Duffield Walter Willinger Daniel Stutzbach Respondent-Driven Sampling for Characterizing Unstructured Overlays. 2701-2705 2009 INFOCOM https://doi.org/10.1109/INFCOM.2009.5062215 conf/infocom/2009 db/conf/infocom/infocom2009.html#RastiTRDWS09 Yu Gu 0004 Lee Breslau Nick G. Duffield Subhabrata Sen On Passive One-Way Loss Measurements Using Sampled Flow Statistics. 2946-2950 2009 INFOCOM https://doi.org/10.1109/INFCOM.2009.5062264 conf/infocom/2009 db/conf/infocom/infocom2009.html#GuBDS09 Edith Cohen Nick G. Duffield Haim Kaplan Carsten Lund Mikkel Thorup Stream sampling for variance-optimal estimation of subset sums. 1255-1264 2009 SODA https://doi.org/10.1137/1.9781611973068.136 http://dl.acm.org/citation.cfm?id=1496770.1496906 conf/soda/2009 db/conf/soda/soda2009.html#CohenDKLT09

Nick G. Duffield Derek Chiou Benoit Claise Albert G. Greenberg Matthias Grossglauser Jennifer Rexford A Framework for Packet Selection and Reporting. 2009 1-38 RFC 5474 March https://doi.org/10.17487/RFC5474 https://www.wikidata.org/entity/Q47199917 db/journals/rfc/rfc5400-5499.html

Tanja Zseby Maurizio Molina Nick G. Duffield Saverio Niccolini Frederic Raspall Sampling and Filtering Techniques for IP Packet Selection. 2009 1-46 RFC 5475 March https://doi.org/10.17487/RFC5475 https://www.wikidata.org/entity/Q47470946 db/journals/rfc/rfc5400-5499.html

Nick G. Duffield Matthias Grossglauser Trajectory sampling with unreliable reporting. 37-50 2008 16 IEEE/ACM Trans. Netw. 1 http://doi.acm.org/10.1145/1373452.1373456 db/journals/ton/ton16.html#DuffieldG08

Joel Sommers Paul Barford Nick G. Duffield Amos Ron A geometric approach to improving active packet loss measurement. 307-320 2008 16 IEEE/ACM Trans. Netw. 2 http://doi.acm.org/10.1145/1373990.1373995 db/journals/ton/ton16.html#SommersBDR08

Vijay Arya Nick G. Duffield Darryl Veitch Temporal Delay Tomography. 276-280 2008 INFOCOM https://doi.org/10.1109/INFOCOM.2008.64 conf/infocom/2008 db/conf/infocom/infocom2008.html#AryaDV08 Yu Gu 0004 Lee Breslau Nick G. Duffield Subhabrata Sen GRE Encapsulated Multicast Probing: A Scalable Technique for Measuring One-Way Loss. 1651-1659 2008 INFOCOM https://doi.org/10.1109/INFOCOM.2008.226 conf/infocom/2008 db/conf/infocom/infocom2008.html#GuBDS08 Edith Cohen Nick G. Duffield Carsten Lund Mikkel Thorup Confident estimation for multistage measurement sampling and aggregation. 109-120 2008 SIGMETRICS https://doi.org/10.1145/1375457.1375471 https://doi.org/10.1145/1384529.1375471 conf/sigmetrics/2008 db/conf/sigmetrics/sigmetrics2008.html#CohenDLT08

Edith Cohen Nick G. Duffield Haim Kaplan Carsten Lund Mikkel Thorup Variance optimal sampling based estimation of subset sums http://arxiv.org/abs/0803.0473 2008 CoRR abs/0803.0473 db/journals/corr/corr0803.html#abs-0803-0473

Nick G. Duffield Carsten Lund Mikkel Thorup Priority sampling for estimation of arbitrary subset sums. 2007 54 J. ACM 6 https://doi.org/10.1145/1314690.1314696 db/journals/jacm/jacm54.html#DuffieldLT07 32

Vijay Arya Nick G. Duffield Darryl Veitch Multicast inference of temporal loss characteristics. 1169-1180 2007 64 Perform. Evaluation 9-12 https://doi.org/10.1016/j.peva.2007.06.002 db/journals/pe/pe64.html#AryaDV07

Edith Cohen Nick G. Duffield Haim Kaplan Carsten Lund Mikkel Thorup Algorithms and estimators for accurate summarization of internet traffic. 265-278 2007 Internet Measurement Conference https://doi.org/10.1145/1298306.1298344 conf/imc/2007 db/conf/imc/imc2007.html#CohenDKLT07 Joel Sommers Paul Barford Nick G. Duffield Amos Ron A Framework for Multi-Objective SLA Compliance Monitoring. 2446-2450 2007 conf/infocom/2007 INFOCOM https://doi.org/10.1109/INFCOM.2007.298 db/conf/infocom/infocom2007.html#SommersBDR07 Nick G. Duffield Kartik Gopalan Michael R. Hines Aman Shaikh Jacobus E. van der Merwe Measurement Informed Route Selection. 250-254 2007 conf/pam/2007 PAM https://doi.org/10.1007/978-3-540-71617-4_29 db/conf/pam/pam2007.html#DuffieldGHSM07 Edith Cohen Nick G. Duffield Haim Kaplan Carsten Lund Mikkel Thorup Sketching unaggregated data streams for subpopulation-size queries. 253-262 2007 conf/pods/2007 PODS https://doi.org/10.1145/1265530.1265566 db/conf/pods/pods2007.html#CohenDKLT07 Joel Sommers Paul Barford Nick G. Duffield Amos Ron Accurate and efficient SLA compliance monitoring. 109-120 2007 conf/sigcomm/2007 SIGCOMM https://doi.org/10.1145/1282380.1282394 https://doi.org/10.1145/1282427.1282394 db/conf/sigcomm/sigcomm2007.html#SommersBDR07 Yu Gu 0004 Lee Breslau Nick G. Duffield Subhabrata Sen GRE encapsulated multicast probing: a scalable technique for measuring one-way loss. 355-356 2007 conf/sigmetrics/2007 SIGMETRICS https://doi.org/10.1145/1254882.1254927 https://doi.org/10.1145/1269899.1254927 db/conf/sigmetrics/sigmetrics2007.html#GuBDS07

Cliff Changchun Zou Nick G. Duffield Donald F. Towsley Weibo Gong Adaptive Defense Against Various Network Attacks. 1877-1888 2006 24 IEEE J. Sel. Areas Commun. 10 https://doi.org/10.1109/JSAC.2006.877137 db/journals/jsac/jsac24.html#ZouDTG06

Nick G. Duffield Joseph Horowitz Francesco Lo Presti Donald F. Towsley Explicit Loss Inference in Multicast Tomography. 3852-3855 2006 52 IEEE Trans. Inf. Theory 8 https://doi.org/10.1109/TIT.2006.878228 db/journals/tit/tit52.html#DuffieldHPT06

Nick G. Duffield Network Tomography of Binary Network Performance Characteristics. 5373-5388 2006 52 IEEE Trans. Inf. Theory 12 https://doi.org/10.1109/TIT.2006.885460 db/journals/tit/tit52.html#Duffield06

Nick G. Duffield Francesco Lo Presti Vern Paxson Donald F. Towsley Network loss tomography using striped unicast probes. 697-710 2006 14 IEEE/ACM Trans. Netw. 4 http://doi.acm.org/10.1145/1217649 db/journals/ton/ton14.html#DuffieldPPT06

Daniel Stutzbach Reza Rejaie Nick G. Duffield Subhabrata Sen Walter Willinger On unbiased sampling for unstructured peer-to-peer networks. 27-40 2006 conf/imc/2006 Internet Measurement Conference https://doi.org/10.1145/1177080.1177084 db/conf/imc/imc2006.html#StutzbachRDSW06 Daniel Stutzbach Reza Rejaie Nick G. Duffield Subhabrata Sen Walter Willinger Sampling Techniques for Large, Dynamic Graphs. 2006 conf/infocom/2006 INFOCOM https://doi.org/10.1109/INFOCOM.2006.39 db/conf/infocom/infocom2006.html#StutzbachRDSW06 Lee Breslau Chris Chase Nick Duffield Bill Fenner Yanhua Mao Subhabrata Sen VMScope: a virtual multicast VPN performance monitor. 59-64 2006 INM@SIGCOMM https://doi.org/10.1145/1162638.1162648 conf/sigcomm/2006inm db/conf/sigcomm/inm2006.html#BreslauCDFMS06 Vyas Sekar Nick G. Duffield Oliver Spatscheck Jacobus E. van der Merwe Hui Zhang 0001 LADS: Large-scale Automated DDoS Detection System. 171-184 2006 conf/usenix/2006g USENIX ATC, General Track http://www.usenix.org/events/usenix06/tech/sekar.html db/conf/usenix/usenix2006g.html#SekarDSMZ06

Nick G. Duffield Vijay Arya R. Bellino Timur Friedman Joseph Horowitz Donald F. Towsley Thierry Turletti Network tomography from aggregate loss reports. 147-163 2005 62 Perform. Evaluation 1-4 https://doi.org/10.1016/j.peva.2005.07.022 db/journals/pe/pe62.html#DuffieldABFHTT05

Nick G. Duffield Carsten Lund Mikkel Thorup Learn more, sample less: control of volume and variance in network measurement. 1756-1775 2005 51 IEEE Trans. Inf. Theory 5 https://doi.org/10.1109/TIT.2005.846400 db/journals/tit/tit51.html#DuffieldLT05

Nick G. Duffield Carsten Lund Mikkel Thorup Estimating flow distributions from sampled flow statistics. 933-946 2005 13 IEEE/ACM Trans. Netw. 5 https://doi.org/10.1109/TNET.2005.852874 db/journals/ton/ton13.html#DuffieldLT05

Nick G. Duffield Carsten Lund Mikkel Thorup Optimal Combination of Sampled Network Measurements. 91-104 2005 conf/imc/2005 Internet Measurement Conference http://www.usenix.org/events/imc05/tech/duffield.html http://dl.acm.org/citation.cfm?id=1251094 db/conf/imc/imc2005.html#DuffieldLT05 Renata Teixeira Nick G. Duffield Jennifer Rexford Matthew Roughan Traffic Matrix Reloaded: Impact of Routing Changes. 251-264 https://doi.org/10.1007/978-3-540-31966-5_20 2005 conf/pam/2005 PAM db/conf/pam/pam2005.html#TeixeiraDRR05 Noga Alon Nick G. Duffield Carsten Lund Mikkel Thorup Estimating arbitrary subset sums with few probes. 317-325 2005 conf/pods/2005 PODS https://doi.org/10.1145/1065167.1065209 db/conf/pods/pods2005.html#AlonDLT05 Joel Sommers Paul Barford Nick G. Duffield Amos Ron Improving accuracy in end-to-end packet loss measurement. 157-168 2005 conf/sigcomm/2005 SIGCOMM https://doi.org/10.1145/1080091.1080111 https://doi.org/10.1145/1090191.1080111 db/conf/sigcomm/sigcomm2005.html#SommersBDR05 Nick G. Duffield Stress Testing Traffic to Infer Its Legitimacy. 2005 SRUTI https://www.usenix.org/conference/sruti-05/stress-testing-traffic-infer-its-legitimacy conf/sruti/2005 db/conf/sruti/sruti2005.html#Duffield05

Nick G. Duffield Carsten Lund Mikkel Thorup Sampling to estimate arbitrary subset sums http://arxiv.org/abs/cs/0509026 2005 CoRR abs/cs/0509026 db/journals/corr/corr0509.html#abs-cs-0509026

Nick G. Duffield Steven H. Low Allocating commodity resources in aggregate traffic networks. 279-306 2004 57 Perform. Evaluation 3 https://doi.org/10.1016/j.peva.2003.10.009 db/journals/pe/pe57.html#DuffieldL04

Nick G. Duffield Francesco Lo Presti Network tomography from measured end-to-end delay covariance. 978-992 2004 12 IEEE/ACM Trans. Netw. 6 https://doi.org/10.1109/TNET.2004.838612 db/journals/ton/ton12.html#DuffieldP04

Yin Zhang 0001 Sumeet Singh Subhabrata Sen Nick G. Duffield Carsten Lund Online identification of hierarchical heavy hitters: algorithms, evaluation, and applications. 101-114 2004 conf/imc/2004 Internet Measurement Conference https://doi.org/10.1145/1028788.1028802 db/conf/imc/imc2004.html#ZhangSSDL04 Matthew Roughan Subhabrata Sen Oliver Spatscheck Nick G. Duffield Class-of-service mapping for QoS: a statistical signature-based approach to IP traffic classification. 135-148 2004 conf/imc/2004 Internet Measurement Conference https://doi.org/10.1145/1028788.1028805 db/conf/imc/imc2004.html#RoughanSSD04 Nick G. Duffield Matthias Grossglauser Trajectory Sampling with Unreliable Reporting. 2004 conf/infocom/2004 INFOCOM https://doi.org/10.1109/INFCOM.2004.1354570 db/conf/infocom/infocom2004.html#DuffieldG04 1570-1581 Nick G. Duffield Carsten Lund Mikkel Thorup Flow sampling under hard resource constraints. 85-96 2004 conf/sigmetrics/2004 SIGMETRICS https://doi.org/10.1145/1005686.1005699 https://doi.org/10.1145/1012888.1005699 db/conf/sigmetrics/sigmetrics2004.html#DuffieldLT04 Nick G. Duffield Carsten Lund Predicting resource usage and estimation accuracy in an IP flow measurement collection infrastructure. 179-191 2003 conf/imc/2003 Internet Measurement Conference https://doi.org/10.1145/948205.948228 db/conf/imc/imc2003.html#DuffieldL03 Nick G. Duffield Simple network performance tomography. 210-215 2003 conf/imc/2003 Internet Measurement Conference https://doi.org/10.1145/948205.948232 db/conf/imc/imc2003.html#Duffield03 Nick G. Duffield Carsten Lund Mikkel Thorup Estimating flow distributions from sampled flow statistics. 325-336 2003 conf/sigcomm/2003 SIGCOMM https://doi.org/10.1145/863955.863992 db/conf/sigcomm/sigcomm2003.html#DuffieldLT03 Yin Zhang 0001 Matthew Roughan Nick G. Duffield Albert G. Greenberg Fast accurate computation of large-scale IP traffic matrices from link loads. 206-217 2003 conf/sigmetrics/2003 SIGMETRICS https://doi.org/10.1145/781027.781053 https://doi.org/10.1145/885651.781053 db/conf/sigmetrics/sigmetrics2003.html#ZhangRDG03

Nick G. Duffield Joseph Horowitz Don Towsley Wei Wei 0001 Timur Friedman Multicast-based loss inference with missing data. 700-713 2002 20 IEEE J. Sel. Areas Commun. 4 https://doi.org/10.1109/JSAC.2002.1003037 db/journals/jsac/jsac20.html#DuffieldHTWF02

Nick G. Duffield Joseph Horowitz Francesco Lo Presti Donald F. Towsley Multicast topology inference from measured end-to-end loss. 26-45 2002 48 IEEE Trans. Inf. Theory 1 db/journals/tit/tit48.html#DuffieldHPT02 https://doi.org/10.1109/18.971737

Nick G. Duffield Pawan Goyal 0001 Albert G. Greenberg Partho Pratim Mishra K. K. Ramakrishnan Jacobus E. van der Merwe Resource management with hoses: point-to-cloud services for virtual private networks. 679-692 2002 10 IEEE/ACM Trans. Netw. 5 https://doi.org/10.1109/TNET.2002.803918 db/journals/ton/ton10.html#DuffieldGGMRM02

Francesco Lo Presti Nick G. Duffield Joseph Horowitz Donald F. Towsley Multicast-based inference of network-internal delay distributions. 761-775 2002 10 IEEE/ACM Trans. Netw. 6 https://doi.org/10.1109/TNET.2002.805026 db/journals/ton/ton10.html#PrestiDHT02

Nick G. Duffield Carsten Lund Mikkel Thorup Properties and prediction of flow statistics from sampled packet streams. 159-171 2002 conf/imc/2002 Internet Measurement Workshop https://doi.org/10.1145/637201.637225 db/conf/imc/imw2002.html#DuffieldLT02 Ramón Cáceres Nick G. Duffield Timur Friedman Impromptu Measurement Infrastructures using RTP. 2002 conf/infocom/2002 INFOCOM https://doi.org/10.1109/INFCOM.2002.1019400 https://doi.ieeecomputersociety.org/10.1109/INFCOM.2002.1019400 db/conf/infocom/infocom2002.html#CaceresDF02 1490-1499 Nick G. Duffield Alexandre Gerber Matthias Grossglauser Trajectory engine: a backend for trajectory sampling. 437-450 2002 NOMS https://doi.org/10.1109/NOMS.2002.1015600 conf/noms/2002 db/conf/noms/noms2002.html#DuffieldGG02 Tian Bu Nick G. Duffield Francesco Lo Presti Donald F. Towsley Network tomography on general topologies. 21-30 2002 conf/sigmetrics/2002 SIGMETRICS https://doi.org/10.1145/511334.511338 https://doi.org/10.1145/511399.511338 https://www.wikidata.org/entity/Q56579744 db/conf/sigmetrics/sigmetrics2002.html#BuDPT02

Nick G. Duffield William A. Massey Ward Whitt A Nonstationary Offered-Load Model for Packet Networks. 271-296 2001 16 Telecommun. Syst. 3-4 db/journals/telsys/telsys16.html#DuffieldMW01 https://doi.org/10.1023/A:1016654625257

Nick G. Duffield Matthias Grossglauser Trajectory sampling for direct traffic observation. 280-292 2001 9 IEEE/ACM Trans. Netw. 3 https://doi.org/10.1109/90.929851 db/journals/ton/ton9.html#DuffieldG01

Yin Zhang 0001 Nick G. Duffield On the constancy of internet path properties. 197-211 2001 conf/imw/2001 Internet Measurement Workshop https://doi.org/10.1145/505202.505228 db/conf/imw/imw2001.html#ZhangD01 Nick G. Duffield Carsten Lund Mikkel Thorup Charging from sampled network usage. 245-256 2001 conf/imw/2001 Internet Measurement Workshop https://doi.org/10.1145/505202.505232 db/conf/imw/imw2001.html#DuffieldLT01 Nick G. Duffield Francesco Lo Presti Vern Paxson Donald F. Towsley Inferring Link Loss Using Striped Unicast Probes. 915-923 2001 conf/infocom/2001 INFOCOM https://doi.org/10.1109/INFCOM.2001.916283 https://doi.ieeecomputersociety.org/10.1109/INFCOM.2001.916283 db/conf/infocom/infocom2001-2.html#DuffieldPPT01 Nick G. Duffield Joseph Horowitz Francesco Lo Presti Adaptive Multicast Topology Inference. 1636-1645 2001 conf/infocom/2001 INFOCOM https://doi.org/10.1109/INFCOM.2001.916660 https://doi.ieeecomputersociety.org/10.1109/INFCOM.2001.916660 db/conf/infocom/infocom2001-3.html#DuffieldHP01 Nick G. Duffield Joseph Horowitz Francesco Lo Presti Donald F. Towsley Network Delay Tomography from End-to-End Unicast Measurements. 576-595 2001 conf/iwdc/2001 IWDC https://doi.org/10.1007/3-540-45400-4_37 db/conf/iwdc/iwdc2001.html#DuffieldHPT01

Ramón Cáceres Nick Duffield Anja Feldmann John D. Friedmann Albert G. Greenberg Rick Greer Theodore Johnson Charles R. Kalmanek Balachander Krishnamurthy Dianne Lavelle Partho Pratim Mishra Jennifer Rexford K. K. Ramakrishnan Frederick D. True Jacobus E. van der Merwe Measurement and analysis of IP network usage and behavior. 144-151 2000 38 IEEE Commun. Mag. 5 https://doi.org/10.1109/35.841839 db/journals/cm/cm38.html#CaceresDFFGGJKK00

Andrew K. Adams Tian Bu Timur Friedman Joseph Horowitz Don Towsley Ramón Cáceres Nick Duffield Francesco Lo Presti Sue B. Moon Vern Paxson The use of end-to-end multicast measurements for characterizing internal network behavior. 152-159 2000 38 IEEE Commun. Mag. 5 https://doi.org/10.1109/35.841840 db/journals/cm/cm38.html#AdamsBFHTCDPMP00

Nick G. Duffield A large deviation analysis of errors in measurement based admission control to buffered and bufferless resources. 131-168 2000 34 Queueing Syst. Theory Appl. 1-4 db/journals/questa/questa34.html#Duffield00 https://doi.org/10.1023/A:1019152918746

Nick G. Duffield Francesco Lo Presti Multicast Inference of Packet Delay Variance at Interior Network Links. 1351-1360 2000 conf/infocom/2000 INFOCOM https://doi.org/10.1109/INFCOM.2000.832532 https://doi.ieeecomputersociety.org/10.1109/INFCOM.2000.832532 db/conf/infocom/infocom2000-3.html#DuffieldP00 Nick G. Duffield Matthias Grossglauser Trajectory sampling for direct traffic observation. 271-282 2000 conf/sigcomm/2000 SIGCOMM https://doi.org/10.1145/347059.347555 https://doi.org/10.1145/347057.347555 db/conf/sigcomm/sigcomm2000.html#DuffieldG00

Ramón Cáceres Nick G. Duffield Joseph Horowitz Francesco Lo Presti Donald F. Towsley Statistical inference of internal network loss and topology. 5-6 1999 27 SIGMETRICS Perform. Evaluation Rev. 3 https://doi.org/10.1145/340242.340293 db/journals/sigmetrics/sigmetrics27.html#CaceresDHPFT99

Ramón Cáceres Nick G. Duffield Joseph Horowitz Donald F. Towsley Multicast-based inference of network-internal loss characteristics. 2462-2480 1999 45 IEEE Trans. Inf. Theory 7 db/journals/tit/tit45.html#CaceresDHT99 https://doi.org/10.1109/18.796384

Nick G. Duffield K. K. Ramakrishnan Amy R. Reibman Issues of Quality and Multiplexing When Smoothing Rate Adaptive Video. 352-364 1999 1 IEEE Trans. Multim. 4 db/journals/tmm/tmm1.html#DuffieldRR99 https://doi.org/10.1109/6046.807955

Ramón Cáceres Nick G. Duffield Joseph Horowitz Donald F. Towsley Tian Bu Multicast-Based Inference of Network-Internal Characteristics: Accuracy of Packet Loss Estimation. 371-379 1999 conf/infocom/1999 INFOCOM db/conf/infocom/infocom1999-1.html#CaceresDHTB99 https://doi.org/10.1109/INFCOM.1999.749304 https://doi.ieeecomputersociety.org/10.1109/INFCOM.1999.749304 Nick G. Duffield Asymptotic Sampling Properties of Effective Bandwidth Estimation for Admission Control. 1532-1538 1999 conf/infocom/1999 INFOCOM db/conf/infocom/infocom1999-3.html#Duffield99 https://doi.org/10.1109/INFCOM.1999.752175 https://doi.ieeecomputersociety.org/10.1109/INFCOM.1999.752175 Nick G. Duffield Pawan Goyal 0001 Albert G. Greenberg Partho Pratim Mishra K. K. Ramakrishnan Jacobus E. van der Merwe A Flexible Model for Resource Management in Virtual Private Networks. 95-108 1999 conf/sigcomm/1999 SIGCOMM https://doi.org/10.1145/316188.316209 https://doi.org/10.1145/316194.316209 db/conf/sigcomm/sigcomm1999.html#DuffieldGGMRM99

Nick G. Duffield Conditioned Asymptotics for Tail Probabilities in Large Multiplexers. 281-300 1998 31 Perform. Evaluation 3-4 db/journals/pe/pe31.html#Duffield98 https://doi.org/10.1016/S0166-5316(97)00004-7 https://www.wikidata.org/entity/Q127857984

Nick G. Duffield Queueing at large resources driven by long-tailed M/G/Y-modulated processes. 245-266 1998 28 Queueing Syst. Theory Appl. 1-3 https://doi.org/10.1023/A:1019134703358 db/journals/questa/questa28.html#Duffield98

Nick G. Duffield K. K. Ramakrishnan Amy R. Reibman SAVE: an algorithm for smoothed adaptive video over explicit rate networks. 717-728 1998 6 IEEE/ACM Trans. Netw. 6 https://doi.org/10.1109/90.748084 db/journals/ton/ton6.html#DuffieldRR98

Nick G. Duffield Steven H. Low The Cost of Quality in Networks of Aggregate Traffic. 525-532 1998 conf/infocom/1998 INFOCOM db/conf/infocom/infocom1998-2.html#DuffieldL98 https://doi.org/10.1109/INFCOM.1998.665070 https://doi.ieeecomputersociety.org/10.1109/INFCOM.1998.665070 Nick G. Duffield K. K. Ramakrishnan Amy R. Reibman SAVE: An Algorithm for Smoothed Adaptive Video over Explicit Rate Networks. 1093-1102 1998 conf/infocom/1998 INFOCOM db/conf/infocom/infocom1998-3.html#DuffieldRR98 https://doi.org/10.1109/INFCOM.1998.662919 https://doi.ieeecomputersociety.org/10.1109/INFCOM.1998.662919 Nick G. Duffield T. V. Lakshman Dimitrios Stiliadis On Adaptive Bandwidth Sharing with Rate Guarantees. 1122-1130 1998 conf/infocom/1998 INFOCOM db/conf/infocom/infocom1998-3.html#DuffieldLS98 https://doi.org/10.1109/INFCOM.1998.662924 https://doi.ieeecomputersociety.org/10.1109/INFCOM.1998.662924

Nick G. Duffield Ward Whitt Control and Recovery from Rare Congestion Events in a Large Multi-Server System. 69-104 1997 26 Queueing Syst. Theory Appl. 1-2 db/journals/questa/questa26.html#DuffieldW97 https://doi.org/10.1023/A:1019168821588

Nick G. Duffield Exponents for the Tails of Distributions in Some Polling Models. 105-119 1997 26 Queueing Syst. Theory Appl. 1-2 db/journals/questa/questa26.html#Duffield97 https://doi.org/10.1023/A:1019120905658

Nick G. Duffield Economies of scale for long-range dependent traffic in short buffers. 267-280 1997 7 Telecommun. Syst. 1-3 db/journals/telsys/telsys7.html#Duffield97 https://doi.org/10.1023/A:1019128530075

Nick G. Duffield John T. Lewis Neil O'Connell Raymond Russell Fergal Toomey Entropy of ATM Traffic Streams: A Tool for Estimating QoS Parameters. 981-990 1995 13 IEEE J. Sel. Areas Commun. 6 db/journals/jsac/jsac13.html#DuffieldLORT95 https://doi.org/10.1109/49.400654

Dmitri Botvich Nick G. Duffield Large deviations, the shape of the loss curve, and economies of scale in large multiplexers. 293-320 1995 20 Queueing Syst. Theory Appl. 3-4 https://doi.org/10.1007/BF01245322 db/journals/questa/questa20.html#BotvichD95

Nick G. Duffield Exponential bounds for queues with Markovian arrivals. 413-430 1994 17 Queueing Syst. Theory Appl. 3-4 https://doi.org/10.1007/BF01158702 db/journals/questa/questa17.html#Duffield94

Nick G. Duffield John T. Lewis Neil O'Connell Raymond Russell Fergal Toomey Estimating QoS parameters for ATM traffic using its entropy. 411-427 1994 conf/atmn/1994 Modelling and Evaluation of ATM Networks db/conf/atmn/atmn1994.html#DuffieldLORT94 Joynal Abedin Andrew K. Adams Nesreen K. Ahmed Noga Alon Mohammadreza Armandpour Vijay Arya Paul Barford Pere Barlet-Ros Craig W. Bednarz Amir H. Behzadan R. Bellino Gregory Berkolaiko Mahendra Bhandari Laxmi N. Bhuyan Shahin Boluki Thomas Bonald Dmitri Botvich Rhys Alistair Bowden Lee Breslau Tian Bu Ramón Cáceres Matthew Caesar 0001 Heng Cai Zhenhang Cai Anjin Chang Chris Chase Rui Chen 0012 Yi-Chao Chen 0001 Yingying Chen 0002 Derek Chiou Benoit Claise Edith Cohen Graham Cormode Amogh Dhamdhere Ilias Diakonikolas Wei Dong Jiaxin Du Cheng Tien Ee Brian Eriksson Jeffrey Erman Mahmood Ettehad Anja Feldmann Yixiao Feng Bill Fenner Timur Friedman John D. Friedmann Ge Gao Huilin Gao Yong Ge Zihui Ge Alexandre Gerber Richard J. Gibbens Weibo Gong Kartik Gopalan Pawan Goyal 0001 Albert G. Greenberg Rick Greer Matthias Grossglauser Yu Gu 0004 Patrick Haffner Mohammad HajiaghayiMohammadTaghi HajiaghayiMohammad Taghi Hajiaghayi Ehsan Hajiramezanali Arman Hasanzadeh Keqiang He Michael R. Hines Chi-Yao Hong Joseph Horowitz Ping-Chun Hsieh Wen-Ling Hsu Guy Jacobson Shuiwang Ji Yu Jin 0001 David S. Johnson 0001 Theodore Johnson Jinha Jung Charles R. Kalmanek Haim Kaplan Howard J. Karloff Bahareh Alizadeh Kharazi Ramana Rao Kompella Balachander Krishnamurthy Sameer G. Kulkarni T. V. Lakshman Juan Landivar 0001Juan A. Landivar 0001Juan Landivar-Bowles 0001 Jose Luis Landivar-Scott Dianne Lavelle Gene Moo Lee Kiju Lee Myungjin Lee Seungjoon Lee John T. Lewis Diya Li Shoujia Li Binbin Lin Bin Liu 0001 Xi Liu 0011 Steven H. Low Carsten Lund Bani K. Mallick Debayan Mandal Hanzi Mao Yanhua Mao William A. Massey Jacobus E. van der Merwe Michelle A. Meyer Partho Pratim Mishra Binayak P. Mohanty Peiman Mohseni Maurizio Molina Sue B. Moon Al Morton Ali Mostafavi Erich M. Nahum Krishna Narayanan 0001Krishna R. Narayanan Jennifer Neville Galen Newman Saverio Niccolini Haoyu Niu Kevin J. Nowka Neil O'Connell Pankaj Pal Sourav Panda Jeffrey Pang Vern Paxson Janvita Reddy Peddagudreddygari Leonid B. PoutievskiLeon Poutievski Francesco Lo Presti Xiaoning Qian Lili Qiu K. K. Ramakrishnan Frederic Raspall Amir H. RastiAmir Hassan Rasti Amy R. Reibman Reza Rejaie Shaogang Ren Mauricio G. C. Resende David Retchless Jennifer Rexford Haakon Ringberg Amos Ron Ryan A. Rossi Matthew Roughan Raymond Russell Josep Sanjuàs-Cuxart Vyas Sekar Subhabrata Sen Aman Shaikh Sumeet Singh Joel Sommers Zhenlei Song Oliver Spatscheck Dimitrios Stiliadis Daniel Stutzbach Jian Tao Renata Teixeira Courtney M. Thompson Mikkel Thorup Fergal Toomey Mojtaba Torkjazi Don TowsleyDonald F. Towsley Frederick D. True Thierry Turletti Amin Vahdat Darryl Veitch Shobha Venkataraman Jia Wang 0001 Na Wang Rui Wang 0025 Hassan M. G. Wassel Wei Wei 0001 Xidao Wen Ward Whitt Walter Willinger Theodore L. Willke Hao Wu 0023 Jie Wu 0001 Liangzhen Xia Muhe Xie Yunhong Xu Mingzheng Yang Xinyue Ye Minlan Yu Hao Yuan 0001 Hui Zhang 0001 Shidong Zhang Yin Zhang 0001 Zhe Zhang 0001 Zhi-Li Zhang Ziyi Zhang Lei Zhao 0014 Bing Zhou 0005 Junlan Zhou Mingyuan Zhou Cliff C. ZouCliff Changchun Zou Lei Zou 0002 Tanja Zseby