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Algorithmic and statistical challenges in modern largescale data analysis are the focus of MMDS 2008

Authors:

Michael W. Mahoney,

LekHeng Lim,

Gunnar E. CarlssonAuthors Info & Claims

ACM SIGKDD Explorations Newsletter, Volume 10, Issue 2

Pages 57 - 60

https://doi.org/10.1145/1540276.1540294

Published: 20 December 2008 Publication History

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Abstract

We provide a report for the ACM SIGKDD community about the 2008 Workshop on Algorithms for Modern Massive Data Sets (MMDS 2008), its origin in MMDS 2006, and future directions for this interdisciplinary research area.

Reference

[1]

G.H. Golub, M.W. Mahoney P. Drineas, and L.-H. Lim, "Bridging the gap between numerical linear algebra, theoretical computer science, and data applications," SIAM News, 39, no. 8, (2006).

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Mahoney M(2019)The Difficulties of Addressing Interdisciplinary Challenges at the Foundations of Data ScienceACM SIGACT News10.1145/3364626.336464050:3(91-95)Online publication date: 24-Sep-2019
https://dl.acm.org/doi/10.1145/3364626.3364640
Cheng QXiao MPeng CKang ZLiu WChe DYang M(2017)On identifiability of 3-tensors of multilinear rank $(1,\ L_{r},\ L_{r})$Big Data and Information Analytics10.3934/bdia.20160171:4(391-401)Online publication date: May-2017
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Algorithmic and statistical challenges in modern largescale data analysis are the focus of MMDS 2008
1. General and reference
  1. Document types
    1. Surveys and overviews
2. Information systems
  1. Information systems applications
    1. Data mining

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Published In

ACM SIGKDD Explorations Newsletter Volume 10, Issue 2

December 2008

98 pages

ISSN:1931-0145

EISSN:1931-0153

DOI:10.1145/1540276

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 20 December 2008

Published in SIGKDD Volume 10, Issue 2

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Charalambides NPilanci MHero A(2024)Gradient Coding With Iterative Block Leverage Score SamplingIEEE Transactions on Information Theory10.1109/TIT.2024.342022270:9(6639-6664)Online publication date: Sep-2024
https://doi.org/10.1109/TIT.2024.3420222
Mahoney M(2019)The Difficulties of Addressing Interdisciplinary Challenges at the Foundations of Data ScienceACM SIGACT News10.1145/3364626.336464050:3(91-95)Online publication date: 24-Sep-2019
https://dl.acm.org/doi/10.1145/3364626.3364640
Cheng QXiao MPeng CKang ZLiu WChe DYang M(2017)On identifiability of 3-tensors of multilinear rank $(1,\ L_{r},\ L_{r})$Big Data and Information Analytics10.3934/bdia.20160171:4(391-401)Online publication date: May-2017
https://doi.org/10.3934/bdia.2016017
Wang JWu QDai HTan Y(2016)Challenges in large-graph processing: A vision2016 5th International Conference on Computer Science and Network Technology (ICCSNT)10.1109/ICCSNT.2016.8070124(84-88)Online publication date: Dec-2016
https://doi.org/10.1109/ICCSNT.2016.8070124
Boutsidis CGittens A(2013)Improved Matrix Algorithms via the Subsampled Randomized Hadamard TransformSIAM Journal on Matrix Analysis and Applications10.1137/12087454034:3(1301-1340)Online publication date: Jan-2013
https://doi.org/10.1137/120874540
Mahoney M(2011)Computation in large-scale scientific and internet data applications is a focus of MMDS 2010ACM SIGKDD Explorations Newsletter10.1145/1964897.196491412:2(59-62)Online publication date: 31-Mar-2011
https://dl.acm.org/doi/10.1145/1964897.1964914
Wu FZhuang Y(2010)Cross Media Analysis and Retrieval on the Web: Theory and AlgorithmJournal of Computer-Aided Design & Computer Graphics10.3724/SP.J.1089.2010.1043922:1(1-9)Online publication date: 10-Jun-2010
https://doi.org/10.3724/SP.J.1089.2010.10439
Kuller SMahoney M(2010)SIGACT news algorithms columnACM SIGACT News10.1145/1907450.190753841:4(65-72)Online publication date: 16-Dec-2010
https://dl.acm.org/doi/10.1145/1907450.1907538
Shen JDietterich T(2009)A family of large margin linear classifiers and its application in dynamic environmentsStatistical Analysis and Data Mining: The ASA Data Science Journal10.1002/sam.100552:5-6(328-345)Online publication date: 17-Nov-2009
https://doi.org/10.1002/sam.10055

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SIGCOMM '08: Proceedings of the ACM SIGCOMM 2008 conference on Data communication

CIVR '08: Proceedings of the 2008 international conference on Content-based image and video retrieval

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