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SIGMOD
2000
ACM
98views Database» more  SIGMOD 2000»
13 years 9 months ago
Designing and Mining Multi-Terabyte Astronomy Archives: The Sloan Digital Sky Survey
Alexander S. Szalay, Peter Z. Kunszt, Ani Thakar, ...
CORR
2002
Springer
105views Education» more  CORR 2002»
13 years 4 months ago
Petabyte Scale Data Mining: Dream or Reality?
Science is becoming very data intensive1 . Today's astronomy datasets with tens of millions of galaxies already present substantial challenges for data mining. In less than 1...
Alexander S. Szalay, Jim Gray, Jan vandenBerg
CORR
2008
Springer
105views Education» more  CORR 2008»
13 years 4 months ago
Robust Machine Learning Applied to Terascale Astronomical Datasets
We present recent results from the LCDM3 collaboration between UIUC Astronomy and NCSA to deploy supercomputing cluster resources and machine learning algorithms for the mining of ...
Nicholas M. Ball, Robert J. Brunner, Adam D. Myers
SDM
2009
SIAM
129views Data Mining» more  SDM 2009»
14 years 1 months ago
Scalable Distributed Change Detection from Astronomy Data Streams Using Local, Asynchronous Eigen Monitoring Algorithms.
This paper considers the problem of change detection using local distributed eigen monitoring algorithms for next generation of astronomy petascale data pipelines such as the Larg...
Kamalika Das, Kanishka Bhaduri, Sugandha Arora, We...
KDD
2004
ACM
131views Data Mining» more  KDD 2004»
14 years 5 months ago
Fast nonlinear regression via eigenimages applied to galactic morphology
Astronomy increasingly faces the issue of massive datasets. For instance, the Sloan Digital Sky Survey (SDSS) has so far generated tens of millions of images of distant galaxies, ...
Brigham Anderson, Andrew W. Moore, Andrew Connolly...