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The Data Big Bang and the Expanding Digital Universe : High-Dimensional, Complex and Massive Data Sets in an Inflationary Epoch
Joint Authors
Pesenson, Meyer Z.
McCollum, Bruce
Pesenson, Isaac Z.
Source
Issue
Vol. 2010, Issue 2010 (31 Dec. 2010), pp.1-16, 16 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2010-03-31
Country of Publication
Egypt
No. of Pages
16
Main Subjects
Abstract EN
Recent and forthcoming advances in instrumentation, and giant new surveys, are creating astronomical data sets that are not amenable to the methods of analysis familiar to astronomers.
Traditional methods are often inadequate not merely because of the size in bytes of the data sets, but also because of the complexity of modern data sets.
Mathematical limitations of familiar algorithms and techniques in dealing with such data sets create a critical need for new paradigms for the representation, analysis and scientific visualization (as opposed to illustrative visualization) of heterogeneous, multiresolution data across application domains.
Some of the problems presented by the new data sets have been addressed by other disciplines such as applied mathematics, statistics and machine learning and have been utilized by other sciences such as space-based geosciences.
Unfortunately, valuable results pertaining to these problems are mostly to be found in publications outside of astronomy.
Here we offer brief overviews of a number of concepts, techniques and developments that are vital to the analysis and visualization of complex datasets and images.
One of the goals of this paper is to help bridge the gap between applied mathematics and artificial intelligence on the one side and astronomy on the other.
American Psychological Association (APA)
Pesenson, Meyer Z.& Pesenson, Isaac Z.& McCollum, Bruce. 2010. The Data Big Bang and the Expanding Digital Universe : High-Dimensional, Complex and Massive Data Sets in an Inflationary Epoch. Advances in Astronomy،Vol. 2010, no. 2010, pp.1-16.
https://search.emarefa.net/detail/BIM-464960
Modern Language Association (MLA)
Pesenson, Meyer Z.…[et al.]. The Data Big Bang and the Expanding Digital Universe : High-Dimensional, Complex and Massive Data Sets in an Inflationary Epoch. Advances in Astronomy No. 2010 (2010), pp.1-16.
https://search.emarefa.net/detail/BIM-464960
American Medical Association (AMA)
Pesenson, Meyer Z.& Pesenson, Isaac Z.& McCollum, Bruce. The Data Big Bang and the Expanding Digital Universe : High-Dimensional, Complex and Massive Data Sets in an Inflationary Epoch. Advances in Astronomy. 2010. Vol. 2010, no. 2010, pp.1-16.
https://search.emarefa.net/detail/BIM-464960
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-464960