Joint Workshop on Data Mining in Earth System Science and
Data Mining in Climate Change Impact, Mitigation and Human Behavior (DMESS‑DMCIH 2019)
Co-conveners: Forrest M. Hoffman, Martine Collard, Jitendra Kumar, Sarat Sreepath, and Vamsi Sripathi
To be held in conjunction with the
IEEE International Conference on Data Mining
November 8, 2019
Final Workshop Program (as of November 4, 2019)
November 8, 2019 in China National Convention Center (CNCC) Room 405
|Time||Session Chair||Paper ID||Title||Speaker||Authors|
|8:00||Jitendra Kumar||Invited Keynote Presentation: Data Mining in Digital Ecosystem
Institute of Botany, Chinese Academy of Sciences
|8:25||S24202||Climate Change Perception in Scientific and Public Sphere||Erick Stattner||Didier Henry, Nathan Jadoul, Reynald Eugénie, and Erick Stattner|
|8:50||S24201||Climate Data Analytics Applied to Sugar Cane Crop in the French West Indies||Erick Stattner||Erick Stattner and Nathan Jadoul|
|9:15||S07201||An efficient Bayesian method for advancing the application of deep learning in Earth science||Dan Lu||Dan Lu, Siyan Liu, and Daniel Ricciuto|
|9:40||S07202||Learning-based inversion-free model–data integration to advance ecosystem model prediction||Dan Lu||Dan Lu and Daniel Ricciuto|
|10:25||Martine Collard||S07205||Evaluating carbon extremes in a coupled climate–carbon cycle simulation||Min Xu||Min Xu, Salil Mahajan, Forrest M. Hoffman, and Xiaoying Shi|
|10:50||S07204||Deep Transfer Learning With Field-Based Measurements for Large Area Classification||Jitendra Kumar||Zachary L. Langford, Jitendra Kumar, and Forrest M. Hoffman|
|11:15||S07203||Convolutional Neural Networks for Hydrometeor Classification using Dual Polarization Doppler Radars||Jitendra Kumar||Yuping Lu and Jitendra Kumar|
|11:40||Open Discussion||Workshop Participants|
This purpose of this workshop is to present state-of-the-art research on knowledge discovery in Earth system science data, from models and measurements, as they relate to climate change impacts, mitigation strategies, climate services, and related feedbacks and responses of natural and human systems. The workshop covers both data mining methodologies and applications to Earth and environment science. Encouraged are original research papers describing applications of statistical and data mining methods that support analysis and discovery in climate predictability, attributions, weather extremes, water resources management, risk analysis and hazards assessment, ecosystem sustainability, infrastructure resilience, and geo-engineering.
This workshop combines contributions from the Ninth Workshop on Data Mining in Earth System Science (DMESS 2019) and the Workshop on Data Mining in Climate change Impact, mitigation and Human behavior (DMCIH 2019) into a single half-day session focused on addressing climate, environment, and Earth science methods and applications of data mining.
Program Committee Members:
- Udit Bhatia, IIT Gandhinagar, Gujarat, India (DMESS 2019)
- Bjørn-Gustaf J. Brooks, USDA Forest Service, USA (DMESS 2019)
- Louis Celliers, Helmholtz-Zentrum Geesthacht, Germany (DMCIH 2019)
- Martine Collard, LAMIA Laboratory, Université des Antilles, France (DMCIH 2019)
- Nathaniel Collier, Oak Ridge National Laboratory, USA (DMESS 2019)
- James H. Faghmous, Stanford University, USA (DMCIH 2019)
- Auroop R. Ganguly, Northeastern University, USA (DMESS 2019 and DMCIH 2019)
- Sangram Ganguly, Bay Area Environmental Research Institute, USA (DMESS 2019)
- Ivan Garcia-Magarino, Complutense, Madrid, Spain (DMCIH 2019)
- Subimal Ghosh, Indian Institute of Technology, Bombay, India (DMCIH 2019)
- William W. Hargrove, USDA Forest Service, USA (DMESS 2019)
- Forrest M. Hoffman, Oak Ridge National Laboratory, USA (DMESS 2019)
- Jian Huang, University of Tennessee, USA (DMESS 2019)
- Jo-Ting Huang-Lachmann, Helmholtz-Zentrum Geesthacht, Germany (DMCIH 2019)
- Soo Kyung Kim, Lawrence Livermore National Laboratory, USA (DMESS 2019)
- Jitendra Kumar, Oak Ridge National Laboratory, USA (DMESS 2019)
- Vipin Kumar, University of Minnesota, USA (DMESS 2019 and DMCIH 2019)
- Zachary L. Langford, Boeing Research & Technology, USA (DMESS 2019)
- Miguel D. Mahecha, Max Planck Institute for Biogeochemistry, Germany (DMESS 2019)
- Richard T. Mills, Argonne National Laboratory, USA (DMESS 2019)
- Steven P. Norman, USDA Forest Service, USA (DMESS 2019)
- Harry Ozier-Lafontaine, INRA Antilles-Guyane, France (DMCIH 2019)
- Sarat Sreepathi, Oak Ridge National Laboratory, USA (DMESS 2019)
- Vamsi Sripathi, Intel Corporation, USA (DMESS 2019)
- Karsten Steinhaeuser, University of Minnesota, USA (DMESS 2019)
- Wim Timmermans, Wageningen UR, Alterra, The Netherlands (DMCIH 2019)
- TJ Vandal, NASA Ames Research Center, USA (DMESS 2019)
- Min Xu, Oak Ridge National Laboratory, USA (DMESS 2019)
Authors are invited to submit manuscripts of 8 pages (10 pages maximum for additional fee) reporting unpublished, mature, and original research and recent developments/theoretical considerations in applications of data mining to Earth sciences by August 7, 2019. Paper submissions should be in the IEEE 2-column format, including the bibliography and any possible appendices.
Accepted papers will be published in the conference proceedings by the IEEE Computer Society Press. Submission implies the willingness of at least one of the authors to register and present the paper.
Manuscripts must be submitted electronically in the online submission system.
All deadlines are at 11:59PM Pacific Daylight Time.
- Paper submission: August 17, 2019
- Paper notification: September 4, 2019
- Camera-ready deadline and copyright forms: September 8, 2019
- DMESS‑DMCIH 2019 Workshop: November 8, 2019
- ICDM 2019 Conference: November 8–11, 2019
For information about the Ninth Workshop on Data Mining in Earth System Science (DMESS 2019), please contact Forrest M. Hoffman, Jitendra Kumar, Sarat Sreepathi, and Vamsi Sripathi.
For information about the Workshop on Data Mining in Climate change Impact, mitigation and Human behavior (DMCIH 2019), please contact Martine Collard.
DMESS-DMCIH 2019 is held in collaboration with: