Yolanda Gil
Craig Knoblock
Victor Pankratius
Beth Plale
Hanan Samet
Padhraic Smyth
Abstract
A research agenda for intelligent systems that will result in fundamental new capabilities for understanding the Earth system.
- Gil, Y. and Pierce, S. (Eds). Final Report of the 2015 NSF Workshop on Information and Intelligent Systems for Geosciences. National Science Foundation Workshop Report, October 2015; http://dl.acm.org/collection.cfm?id=C13 and http://is-geo.org/Google Scholar
- Berners-Lee, T. Linked data. Design Issues (retrieved Nov. 11, 2017); https://www.w3.org/DesignIssues/LinkedData.htmlGoogle Scholar
- Karpatne, A. et al. Theory-guided data science: A new paradigm for scientific discovery from data. IEEE Transactions on Knowledge and Data Engineering 29, 10 (2017) 2318--2331.Google ScholarCross Ref
- Mithal, V., Nayak, G., Khandelwal, A., Kumar, V., Oza, N.C. and Nemani, R. RAPT: Rare class prediction in absence of true labels. IEEE Transactions on Knowledge and Data Engineering, 2017Google ScholarCross Ref
- Narock, T. and Fox, P. The Semantic Web in Earth and space science. Current status and future directions. Studies in the Semantic Web. IOS Press, 2015.Google Scholar
- National Research Council, Committee on Challenges and Opportunities in the Hydrologic Sciences, Water Science and Technology Board, Division on Earth and Life Studies. Challenges and Opportunities in the Hydrologic Sciences. National Academies Press, Washington, D.C., 2012, 188. ISBN: 978-0-309-22283-9.Google Scholar
- National Research Council, Committee on a Decadal Strategy for Solar and Space Physics (Heliophysics); Space Studies Board; Aeronautics and Space Engineering Board; Division of Earth and Physical Sciences. Solar and Space Physics: A Science for a Technological Society. National Academies Press, Washington, D.C., 2013, 466. ISBN 978-0-309-16428-3.Google Scholar
- National Research Council, Committee on Guidance for NSF on National Ocean Science Research Priorities: Decadal Survey of Ocean Sciences, Ocean Studies Board; Division on Earth and Life Studies. Sea Change: 2015--2025 Decadal Survey of Ocean Sciences. National Academies Press, Washington, D.C., 2014, 98. ISBN 978-0-309-36688-5.Google Scholar
- National Research Council, Committee on New Research Opportunities in the Earth Sciences. New Research Opportunities in the Earth Sciences at the National Science Foundation. National Academies Press, Washington, D.C., 2012, 216. ISBN 978-0-30921924-2.Google Scholar
- National Research Council, Committee to Review the NSF AGS Science Goals and Objectives. Review of the National Science Foundation's Division on Atmospheric and Geospace Sciences Goals and Objectives Document. National Academies Press, Washington, D.C., 2014, 36. ISBN 978-0-309-31048-2.Google Scholar
- National Science Foundation. Dynamic Earth: GEO Imperatives and Frontiers 2015--2020. Advisory Committee for Geosciences, 2014.Google Scholar
- Peters, S.E., Zhang, C., Livny, M. and Ré, C. A machine reading system for assembling synthetic paleontological databases. PLoS ONE 9, 12 (2014).Google Scholar
Index Terms
- Intelligent systems for geosciences: an essential research agenda
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