IN11B:
Achieving Deep Learning by Systemizing Machine Learning with Big Data Engines I Posters
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Session ID#: 16437
Session Description:
Big Data has created a mature class of disruptive technologies that have been adopted by a number of large-scale geoscience data infrastructures. While developments in Big Data are proceeding at pace, advanced, machine-automated methods are being introduced to extract information and knowledge from large volumes and varieties of data. However, it is reported that data preparation still takes the majority of the time spent on data mining and/or machine learning exercises. When scalability is realized for both volume and variety, Big Data systems are apt to make such exercises more effortless. They thus serve as ideal platforms to systemize machine learning and to achieve deep learning with much better value. In this session we seek presentations demonstrating the vision of Big Data for geosciences, reports of current machine/deep learning efforts, the challenges such efforts faced and/or are facing, and potentials and solutions in Big Data to address these challenges.
Primary Convener: Kwo-Sen Kuo, University of Maryland, College Park, United States; Bayesics, LLC, Bowie, MD, United States
Conveners: Michael J Friedel, GNS Science, Lower Hutt, New Zealand, Michael M Little, NASA, Earth Science Technology Office, Greenbelt, MD, United States and Jens F Klump, CSIRO, Mineral Resources, Perth, Australia
Chairs: Michael M Little, NASA, Earth Science Technology Office, Greenbelt, MD, United States, Jens F Klump, CSIRO, Mineral Resources, Perth, Australia, Kwo-Sen Kuo, University of Maryland, College Park, United States; Bayesics, LLC, Bowie, MD, United States and Michael J Friedel, GNS Science, Lower Hutt, New Zealand
OSPA Liaison: Kwo-Sen Kuo, University of Maryland, College Park, United States; Bayesics, LLC, Bowie, MD, United States
Abstracts Submitted to this Session:
Thomas Clune, NASA Goddard Space Flight Center, Greenbelt, MD, United States and Kwo-Sen Kuo, Bayesics, LLC, Bowie, United States
Mengchao Xu1, Fei Hu1, Manzhu Yu2, Chris Scheele3, Kai Liu1, Qunying Huang4, Chaowei Phil Yang5 and Michael M Little6, (1)George Mason University Fairfax, Fairfax, VA, United States, (2)Penn State University, State College, United States, (3)University of Wisconsin Madison, Geography, Madison, United States, (4)University of Wisconsin Madison, Department of Geography, Madison, United States, (5)George Mason University Fairfax, Geography and Geoinformation Science, Fairfax, VA, United States, (6)NASA Headquarters, Washington, DC, United States
Ankit Rai, University of Illinois at Urbana Champaign, Urbana, IL, United States and Barbara E Minsker, University of Illinois at Urbana Champaign, Civil and Environmental Engineering, Urbana, IL, United States
Michael J Friedel and Chris Daughney, GNS Science, Lower Hutt, New Zealand
Kaboro Samasse, South Dakota State University, Brookings, SD, United States and Niall P Hanan, New Mexico State University Main Campus, Department of Plant and Environmental Sciences, Las Cruces, United States
Kamalika Das1,2, Anuradha Kodali3, Marcin Szubert4, Sangram Ganguly5 and Joshua Bongard4, (1)NASA Ames Research Center, USRA, Mountain View, CA, United States, (2)Universities Space Research Association Moffett Field, Moffett Field, CA, United States, (3)University of California Santa Cruz, Santa Cruz, CA, United States, (4)University of Vermont, Burlington, United States, (5)NASA Ames Research Center, Moffett Field, CA, United States
Haiming Tan, Colorado State University, Fort Collins, CO, United States, V. Chandrasekar, Colorado State University, Department of Electrical and Computer Engineering, Fort Collins, United States and Haonan Chen, Colorado State University and NOAA Physical Sciences Laboratory, Boulder, United States
Jens F Klump, CSIRO Mineral Resources, Perth, Australia and Francky Fouedjio, CSIRO Mineral Resources, Perth, WA, Australia
Marco Antonio Aliotta1, Carmelo Cassisi2, Salvatore Fiumara1 and Placido Montalto2, (1)Inst Naz Geofisica Vulcanolgia, Catania, Italy, (2)National Institute of Geophysics and Volcanology, Rome, Italy
Ruth Duerr1, Anne Thessen1, Chris J Jenkins2, Martha Palmer3, Skatje Myers4 and Sarah Ramdeen5, (1)Ronin Institute for Independent Scholarship, Westminster, CO, United States, (2)Organization Not Listed, Washington, DC, United States, (3)University of Colorado at Boulder, Linguistics, Boulder, CO, United States, (4)University of Colorado at Boulder, Computer Science, Boulder, CO, United States, (5)Columbia University, Lamont-Doherty Earth Observatory, Palisades, United States
Jennifer A. Sleeman, University of Maryland Baltimore County, Computer Science, Baltimore, United States, Milton Halem, University of Maryland Baltimore County, Computer Science, Baltimore, MD, United States, Tim Finin, University of Maryland Baltimore County, Baltimore, MD, United States and Mark A Cane, Lamont-Doherty Earth Observatory, Palisades, NY, United States
Huina Mao and Budhendra L Bhaduri, Oak Ridge National Laboratory, Oak Ridge, TN, United States
Siyan Ma, University of California Berkeley, Berkeley, CA, United States and Dennis D Baldocchi, University of California Berkeley, Department of Environmental Science, Policy, and Management, Berkeley, CA, United States
Houraa Daher1, Daniel Duffy2 and Michael Kenneth Bowen2, (1)University of Miami, Miami, FL, United States, (2)NASA Goddard Space Flight Center, Greenbelt, MD, United States
Lina Yu, University of Nebraska Lincoln, Computer Science and Engineering, Lincoln, NE, United States, Kwo-Sen Kuo, University of Maryland, College Park, United States and Hongfeng Yu, University of Nebraska Lincoln, Lincoln, NE, United States
Jieting Wu1, Yanfu Zhou1, Zhenghong Tang2, Kwo-Sen Kuo3 and Hongfeng Yu1, (1)University of Nebraska Lincoln, Lincoln, NE, United States, (2)University of Nebraska Lincoln, College of Architecture, Community and Regional Planning, Lincoln, NE, United States, (3)Earth System Science Interdisciplinary Center, COLLEGE PARK, MD, United States
Anirudh Prabhu, Carnegie Institution for Science, Earth and Planets Laboratory, Washington, United States, Stephan Zednik, Pearson, Denver, CO, United States, Peter Arthur Fox, Rensselaer Polytechnic Institute, Troy, NY, United States, Rahul Ramachandran, NASA Marshall Space Flight Center, Huntsville, United States, Manil Maskey, NASA, Office of Data Science and Informatics (ODSI), Huntsville, United States, Chung-Lin Shie, NASA Goddard Space Flight Center, GES DISC, Code 610.2, Greenbelt, MD, United States and Suhung Shen, George Mason University Fairfax, Fairfax, VA, United States
