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James H. Faghmous
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Journal Articles
- 2017
- [j4]Anuj Karpatne, Gowtham Atluri, James H. Faghmous, Michael S. Steinbach
, Arindam Banerjee, Auroop R. Ganguly, Shashi Shekhar, Nagiza F. Samatova, Vipin Kumar:
Theory-Guided Data Science: A New Paradigm for Scientific Discovery from Data. IEEE Trans. Knowl. Data Eng. 29(10): 2318-2331 (2017) - 2015
- [j3]James H. Faghmous, Vipin Kumar, Shashi Shekhar:
Computing and Climate. Comput. Sci. Eng. 17(6): 6-8 (2015) - 2014
- [j2]James H. Faghmous, Vipin Kumar:
A Big Data Guide to Understanding Climate Change: The Case for Theory-Guided Data Science. Big Data 2(3): 155-163 (2014) - [j1]James H. Faghmous, Arindam Banerjee, Shashi Shekhar, Michael S. Steinbach
, Vipin Kumar, Auroop R. Ganguly, Nagiza F. Samatova:
Theory-Guided Data Science for Climate Change. Computer 47(11): 74-78 (2014)
Conference and Workshop Papers
- 2016
- [c9]Patrick Doupe, Emilie Bruzelius, James H. Faghmous, Samuel G. Ruchman
:
Equitable development through deep learning: The case of sub-national population density estimation. ACM DEV 2016: 6:1-6:10 - [c8]Xi C. Chen, Yuanshun Yao, Sichao Shi, Snigdhansu Chatterjee
, Vipin Kumar, James H. Faghmous:
A general framework to increase the robustness of model-based change point detection algorithms to outliers and noise. SDM 2016: 162-170 - 2015
- [c7]Xi C. Chen, Vipin Kumar, James H. Faghmous:
Online Change Detection Algorithm for Noisy Time-Series: An Application Tonear-Real Time Burned Area Mapping. ICDM Workshops 2015: 1536-1537 - [c6]Xi C. Chen, James H. Faghmous, Ankush Khandelwal, Vipin Kumar:
Clustering Dynamic Spatio-Temporal Patterns in The Presence of Noise and Missing Data. IJCAI 2015: 2575-2581 - 2014
- [c5]James H. Faghmous, Hung Nguyen, Matthew Le, Vipin Kumar:
Spatio-Temporal Consistency as a Means to Identify Unlabeled Objects in a Continuous Data Field. AAAI 2014: 410-416 - 2013
- [c4]James H. Faghmous, Muhammed Uluyol, Luke Styles, Matthew Le, Varun Mithal, Shyam Boriah, Vipin Kumar:
Multiple Hypothesis Object Tracking For Unsupervised Self-Learning: An Ocean Eddy Tracking Application. AAAI 2013: 1277-1283 - [c3]James H. Faghmous, Matthew Le, Muhammed Uluyol, Vipin Kumar, Snigdhansu Chatterjee
:
A Parameter-Free Spatio-Temporal Pattern Mining Model to Catalog Global Ocean Dynamics. ICDM 2013: 151-160 - 2012
- [c2]James H. Faghmous, Yashu Chamber, Shyam Boriah, Frode Vikebø, Stefan Liess, Michel dos Santos Mesquita, Vipin Kumar:
A Novel and Scalable Spatio-Temporal Technique for Ocean Eddy Monitoring. AAAI 2012: 281-287 - [c1]James H. Faghmous, Luke Styles, Varun Mithal, Shyam Boriah, Stefan Liess
, Vipin Kumar, Frode Vikebø, Michel dos Santos Mesquita
:
EddyScan: A physically consistent ocean eddy monitoring application. CIDU 2012: 96-103
Parts in Books or Collections
- 2016
- [p2]Anuj Karpatne, Ankush Khandelwal, Xi Chen, Varun Mithal, James H. Faghmous, Vipin Kumar:
Global Monitoring of Inland Water Dynamics: State-of-the-Art, Challenges, and Opportunities. Computational Sustainability 2016: 121-147 - 2013
- [p1]Anuj Karpatne, James H. Faghmous, Jaya Kawale, Luke Styles, Mace Blank, Varun Mithal, Xi C. Chen, Ankush Khandelwal, Shyam Boriah, Karsten Steinhaeuser, Michael S. Steinbach
, Vipin Kumar, Stefan Liess
:
Earth Science Applications of Sensor Data. Managing and Mining Sensor Data 2013: 505-530
Informal and Other Publications
- 2016
- [i1]Anuj Karpatne, Gowtham Atluri, James H. Faghmous, Michael S. Steinbach, Arindam Banerjee, Auroop R. Ganguly, Shashi Shekhar, Nagiza F. Samatova, Vipin Kumar:
Theory-guided Data Science: A New Paradigm for Scientific Discovery. CoRR abs/1612.08544 (2016)
Coauthor Index
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