Accurate and Fast Recovery of Network Monitoring Data With GPU-Accelerated Tensor Completion
暂无分享,去创建一个
Jiannong Cao | Kun Xie | Yuxiang Chen | Xin Wang | Gaogang Xie | Jigang Wen | Guangming Yang | Jiaqi Sun | Jiannong Cao | Gaogang Xie | Kun Xie | Yuxiang Chen | Jiaqi Sun | Xin Wang | Jigang Wen | Guangming Yang
[1] Brett W. Bader,et al. The TOPHITS Model for Higher-Order Web Link Analysis∗ , 2006 .
[2] Shimin Chen,et al. Exploiting SIMD for complex numerical predicates , 2016, ICDE Workshops.
[3] L. Tucker,et al. Some mathematical notes on three-mode factor analysis , 1966, Psychometrika.
[4] Peter J. Haas,et al. Large-scale matrix factorization with distributed stochastic gradient descent , 2011, KDD.
[5] Paul Barford,et al. A signal analysis of network traffic anomalies , 2002, IMW '02.
[6] Jieping Ye,et al. Tensor Completion for Estimating Missing Values in Visual Data , 2009, IEEE Transactions on Pattern Analysis and Machine Intelligence.
[7] Dafang Zhang,et al. Accurate Recovery of Missing Network Measurement Data With Localized Tensor Completion , 2019, IEEE/ACM Transactions on Networking.
[8] Yin Zhang,et al. Robust network compressive sensing , 2014, MobiCom.
[9] Jiannong Cao,et al. Accurate Recovery of Internet Traffic Data: A Sequential Tensor Completion Approach , 2018, IEEE/ACM Transactions on Networking.
[10] De LathauwerLieven. Blind Separation of Exponential Polynomials and the Decomposition of a Tensor in Rank-$(L_r,L_r,1)$ Terms , 2011 .
[11] Richard A. Harshman,et al. Foundations of the PARAFAC procedure: Models and conditions for an "explanatory" multi-model factor analysis , 1970 .
[12] Xin Wang,et al. Graph based Tensor Recovery for Accurate Internet Anomaly Detection , 2018, IEEE INFOCOM 2018 - IEEE Conference on Computer Communications.
[13] Gaogang Xie,et al. Accurate recovery of Internet traffic data: A tensor completion approach , 2016, IEEE INFOCOM 2016 - The 35th Annual IEEE International Conference on Computer Communications.
[14] Carter Bays,et al. Improving a Poor Random Number Generator , 1976, TOMS.
[15] Carsten Lund,et al. Estimating point-to-point and point-to-multipoint traffic matrices: an information-theoretic approach , 2005, IEEE/ACM Transactions on Networking.
[16] Andrzej Cichocki,et al. Tensor Decompositions for Signal Processing Applications: From two-way to multiway component analysis , 2014, IEEE Signal Processing Magazine.
[17] Konstantina Papagiannaki,et al. Structural analysis of network traffic flows , 2004, SIGMETRICS '04/Performance '04.
[18] J. Wishart. Statistical tables , 2018, Global Education Monitoring Report.
[19] Christos Faloutsos,et al. FlexiFaCT: Scalable Flexible Factorization of Coupled Tensors on Hadoop , 2014, SDM.
[20] Inderjit S. Dhillon,et al. NOMAD: Nonlocking, stOchastic Multi-machine algorithm for Asynchronous and Decentralized matrix completion , 2013, Proc. VLDB Endow..
[21] Hua Chen,et al. Pingmesh: A Large-Scale System for Data Center Network Latency Measurement and Analysis , 2015, SIGCOMM.
[22] Gaogang Xie,et al. Accurate recovery of internet traffic data under dynamic measurements , 2017, IEEE INFOCOM 2017 - IEEE Conference on Computer Communications.
[23] Guangdong Feng,et al. A Tensor Based Method for Missing Traffic Data Completion , 2013 .
[24] Chih-Jen Lin,et al. A fast parallel SGD for matrix factorization in shared memory systems , 2013, RecSys.
[25] H. Sebastian Seung,et al. Algorithms for Non-negative Matrix Factorization , 2000, NIPS.
[26] Mark Crovella,et al. Diagnosing network-wide traffic anomalies , 2004, SIGCOMM '04.
[27] Mark Crovella,et al. On traffic matrix completion in the internet , 2012, Internet Measurement Conference.
[28] Lei Shi,et al. Dcell: a scalable and fault-tolerant network structure for data centers , 2008, SIGCOMM '08.
[29] Matthew Roughan,et al. Spatiotemporal Traffic Matrix Synthesis , 2015, Comput. Commun. Rev..
[30] Jiannong Cao,et al. Accurate Recovery of Internet Traffic Data Under Variable Rate Measurements , 2018, IEEE/ACM Transactions on Networking.
[31] Walter Willinger,et al. Spatio-Temporal Compressive Sensing and Internet Traffic Matrices (Extended Version) , 2012, IEEE/ACM Transactions on Networking.
[32] Daniel M. Dunlavy,et al. A scalable optimization approach for fitting canonical tensor decompositions , 2011 .
[33] Peter D. Jarvis,et al. Tensor Rank, Invariants, Inequalities, and Applications , 2012, SIAM J. Matrix Anal. Appl..
[34] Yin Zhang,et al. Solving a low-rank factorization model for matrix completion by a nonlinear successive over-relaxation algorithm , 2012, Mathematical Programming Computation.
[35] Jiannong Cao,et al. Fast Tensor Factorization for Accurate Internet Anomaly Detection , 2017, IEEE/ACM Transactions on Networking.
[36] Xiaoqian Jiang,et al. Fast and Robust Parallel SGD Matrix Factorization , 2015, KDD.
[37] Jiannong Cao,et al. On-Line Anomaly Detection With High Accuracy , 2018, IEEE/ACM Transactions on Networking.
[38] J. Chang,et al. Analysis of individual differences in multidimensional scaling via an n-way generalization of “Eckart-Young” decomposition , 1970 .
[39] Emmanuel J. Candès,et al. Robust uncertainty principles: exact signal reconstruction from highly incomplete frequency information , 2004, IEEE Transactions on Information Theory.
[40] R. Nowak,et al. Compressed Sensing for Networked Data , 2008, IEEE Signal Processing Magazine.
[41] Emmanuel J. Candès,et al. Exact Matrix Completion via Convex Optimization , 2008, Found. Comput. Math..
[42] Guangdong Feng,et al. Traffic volume data outlier recovery via tensor model , 2013 .
[43] J. H. Choi,et al. DFacTo: Distributed Factorization of Tensors , 2014, NIPS.
[44] Gaogang Xie,et al. Sequential and adaptive sampling for matrix completion in network monitoring systems , 2015, 2015 IEEE Conference on Computer Communications (INFOCOM).
[45] Steve Uhlig,et al. Providing public intradomain traffic matrices to the research community , 2006, CCRV.
[46] Andrea Montanari,et al. Matrix completion from a few entries , 2009, 2009 IEEE International Symposium on Information Theory.
[47] Christos Faloutsos,et al. GigaTensor: scaling tensor analysis up by 100 times - algorithms and discoveries , 2012, KDD.
[48] Tamara G. Kolda,et al. Categories and Subject Descriptors: G.4 [Mathematics of Computing]: Mathematical Software— , 2022 .
[49] Rong Du,et al. VANET based traffic estimation: A matrix completion approach , 2013, 2013 IEEE Global Communications Conference (GLOBECOM).
[50] Zongpeng Li,et al. deTector: a Topology-aware Monitoring System for Data Center Networks , 2017, USENIX Annual Technical Conference.
[51] Nikos D. Sidiropoulos,et al. SPLATT: Efficient and Parallel Sparse Tensor-Matrix Multiplication , 2015, 2015 IEEE International Parallel and Distributed Processing Symposium.
[52] William M. Kantor,et al. The mathematics of perfect shuffles , 1983 .
[53] E. Davidson,et al. Strategies for analyzing data from video fluorometric monitoring of liquid chromatographic effluents , 1981 .
[54] Yun Liang,et al. CuMF_SGD: Fast and Scalable Matrix Factorization , 2016, ArXiv.
[55] C. Berenstein,et al. Network tomography , 2007 .
[56] Ítalo S. Cunha,et al. Predicting and tracking internet path changes , 2011, SIGCOMM.
[57] George Karypis,et al. An Exploration of Optimization Algorithms for High Performance Tensor Completion , 2016, SC16: International Conference for High Performance Computing, Networking, Storage and Analysis.
[58] Emmanuel J. Candès,et al. A Singular Value Thresholding Algorithm for Matrix Completion , 2008, SIAM J. Optim..
[59] Bin Ran,et al. A New Traffic Prediction Method based on Dynamic Tensor Completion , 2013 .
[60] Tamara G. Kolda,et al. Scalable Tensor Factorizations for Incomplete Data , 2010, ArXiv.
[61] Tamara G. Kolda,et al. Tensor Decompositions and Applications , 2009, SIAM Rev..
[62] Walter Willinger,et al. Spatio-temporal compressive sensing and internet traffic matrices , 2009, SIGCOMM '09.
[63] Liqing Zhang,et al. Bayesian CP Factorization of Incomplete Tensors with Automatic Rank Determination , 2014, IEEE Transactions on Pattern Analysis and Machine Intelligence.
[64] B. Recht,et al. Tensor completion and low-n-rank tensor recovery via convex optimization , 2011 .
[65] Morteza Mardani,et al. Robust network traffic estimation via sparsity and low rank , 2013, 2013 IEEE International Conference on Acoustics, Speech and Signal Processing.
[66] Estevam R. Hruschka,et al. Toward an Architecture for Never-Ending Language Learning , 2010, AAAI.
[67] Lieven De Lathauwer,et al. Blind Separation of Exponential Polynomials and the Decomposition of a Tensor in Rank-(Lr, Lr, 1) Terms , 2011, SIAM J. Matrix Anal. Appl..