1981 …2023
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Fingerprint The Fingerprint is created by mining the titles and abstracts of the person's research outputs and projects/funding awards to create an index of weighted terms from discipline-specific thesauri.

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Data mining Engineering & Materials Science
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Data Mining Mathematics

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Projects 2005 2023

Learning systems
Water
Temperature

AccrueGeo: Geospatial Analytics

Kumar, V., Khandelwal, A. & Morrow, A.

National Science Foundation

9/15/182/29/20

Project: Research project

calibration
machine learning

Research Output 1981 2019

Classifying heterogeneous sequential data by cyclic domain adaptation: An application in land cover detection

Jia, X., Nayak, G., Khandelwal, A., Karpatne, A. & Kumar, V., Jan 1 2019, SIAM International Conference on Data Mining, SDM 2019. Society for Industrial and Applied Mathematics Publications, p. 540-548 9 p. (SIAM International Conference on Data Mining, SDM 2019).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Remote sensing
Monitoring
Processing

Intelligent systems for geosciences: An essential research agenda

Gil, Y., Pierce, S. A., Babaie, H., Banerjee, A., Borne, K., Bust, G., Cheatham, M., Ebert-Uphoff, I., Gomes, C., Hill, M., Horel, J., Hsu, L., Kinter, J., Knoblock, C., Krum, D., Kumar, V., Lermusiaux, P., Liu, Y., North, C., Pankratius, V. & 8 others, Peters, S., Plale, B., Pope, A., Ravela, S., Restrepo, J., Ridley, A., Samet, H. & Shekhar, S., Jan 1 2019, In : Communications of the ACM. 62, 1, p. 76-84 9 p.

Research output: Contribution to journalReview article

Open Access
Intelligent systems
Earth (planet)
2 Citations (Scopus)

Machine Learning for the Geosciences: Challenges and Opportunities

Karpatne, A., Ebert-Uphoff, I., Ravela, S., Babaie, H. A. & Kumar, V., Aug 1 2019, In : IEEE Transactions on Knowledge and Data Engineering. 31, 8, p. 1544-1554 11 p., 8423072.

Research output: Contribution to journalArticle

Learning systems
Planets

Physics guided RNNs for modeling dynamical systems: A case study in simulating lake temperature profiles

Jia, X., Willard, J., Karpatne, A., Read, J., Zwart, J., Steinbach, M. S. & Kumar, V., Jan 1 2019, SIAM International Conference on Data Mining, SDM 2019. Society for Industrial and Applied Mathematics Publications, p. 558-566 9 p. (SIAM International Conference on Data Mining, SDM 2019).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Lakes
Dynamical systems
Physics
Recurrent neural networks
Temperature

Spatial context-aware networks for mining temporal discriminative period in land cover detection

Jia, X., Li, S., Khandelwal, A., Nayak, G., Karpatne, A. & Kumar, V., Jan 1 2019, SIAM International Conference on Data Mining, SDM 2019. Society for Industrial and Applied Mathematics Publications, p. 513-521 9 p. (SIAM International Conference on Data Mining, SDM 2019).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Remote sensing
Natural resources
Land use
Data acquisition
Earth (planet)