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Virtual Astronomy, Information Technology, and the New Scientific Methodology

Djorgovski, S. G. (2005) Virtual Astronomy, Information Technology, and the New Scientific Methodology. In: Seventh International Workshop on Computer Architecture for Machine Perception (CAMP'05). IEEE , Piscataway, NJ, pp. 125-132. ISBN 0-7695-2255-6. http://resolver.caltech.edu/CaltechCACR:2005.115

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Abstract

All sciences, including astronomy, are now entering the era of information abundance. The exponentially increasing volume and complexity of modern data sets promises to transform the scientific practice, but also poses a number of common technological challenges. The Virtual Observatory concept is the astronomical community's response to these challenges: it aims to harness the progress in information technology in the service of astronomy, and at the same time provide a valuable testbed for information technology and applied computer science. Challenges broadly fall into two categories: data handling (or "data farming"), including issues such as archives, intelligent storage, databases, interoperability, fast networks, etc., and data mining, data understanding, and knowledge discovery, which include issues such as automated clustering and classification, multivariate correlation searches, pattern recognition, visualization in highly hyperdimensional parameter spaces, etc., as well as various applications of machine learning in these contexts. Such techniques are forming a methodological foundation for science with massive and complex data sets in general, and are likely to have a much broather impact on the modern society, commerce, information economy, security, etc. There is a powerful emerging synergy between the computationally enabled science and the science-driven computing, which will drive the progress in science, scholarship, and many other venues in the 21st century.


Item Type:Book Section
Related URLs:
URLURL TypeDescription
https://doi.org/10.1109/CAMP.2005.53DOIArticle
Additional Information:© 2005 IEEE. Manuscript submitted on March 7, 2005. This work was supported in part by the U.S. National Science Foundation grants AST-0122449, AST-0326524, AST-0407448, DMS-0101360, NASA contract NAG5-9482, and the Ajax Foundation.
Group:Center for Advanced Computing Research
Funders:
Funding AgencyGrant Number
NSFAST-0122449
NSFAST-0326524
NSFAST-0407448
NSFDMS-0101360
NASANAG5-9482
Ajax FoundationUNSPECIFIED
Subject Keywords:Astronomy; Data management; Information technology; Knowledge acquisition; Knowledge representation; Scientific visualization
Record Number:CaltechCACR:2005.115
Persistent URL:http://resolver.caltech.edu/CaltechCACR:2005.115
Official Citation:S. G. Djorgovski, "Virtual astronomy, information technology, and the new scientific methodology," Seventh International Workshop on Computer Architecture for Machine Perception (CAMP'05), Palermo, Italy, 2005, pp. 125-132. doi: 10.1109/CAMP.2005.53
Usage Policy:You are granted permission for individual, educational, research and non-commercial reproduction, distribution, display and performance of this work in any format.
ID Code:28225
Collection:CaltechCACR
Deposited By: Imported from CaltechCACR
Deposited On:15 Feb 2006
Last Modified:11 Dec 2018 19:26

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