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Publication

A Vision for Managing Extreme-Scale Data Hoards...

Publication Type
Conference Paper
Book Title
2019 IEEE 39th International Conference on Distributed Computing Systems (ICDCS)
Publication Date
Page Numbers
1806 to 1817
Conference Name
International Conference on Distributed Computing Systems (ICDCS 2019)
Conference Location
Dallas, Texas, United States of America
Conference Sponsor
IEEE
Conference Date
-

Scientific data collections grow ever larger, both in terms of the size of individual data items and of the number and complexity of items. To use and manage them, it is important to directly address issues of robust and actionable provenance. We identify three key drivers as our focus: managing the size and complexity of metadata, lack of a priori information to match usage intents between publishers and consumers of data, and support for campaigns over collections of data driven by multi-disciplinary, collaborating teams. We introduce the Hoarde abstraction as an attempt to formalize a way of looking at collections of data to make them more tractable for later use. Hoarde leverages middleware and systems infrastructures for scientific and technical data management. Through the lens of a select group of challenging data usage scenarios, we discuss some of the aspects of implementation, usage, and forward portability of this new view on data management.