Potter, C.,
V. Genovese, P. Gross, S. Boriah, M. Steinbach, and V. Kumar (2007), Revealing Land Cover
Change in California With Satellite Data, Eos Trans. AGU, 88(26), 269.
[pdf] [publisher
link]
C. Potter, P. Tan, V. Kumar, C. Kucharik, S. Klooster, V.
Genovese, W. Cohen, S. Healey. "Recent History of Large-Scale Ecosystem
Disturbances in North America Derived from the AVHRR Satellite Record",
Ecosystems, 8(7), 808-824.
[publisher
link]
Christopher Potter, Pang-Ning Tan, Michael Steinbach,
Steven Klooster, Vipin Kumar, Ranga Myneni, Vanessa Genovese, "Major
Disturbance Events in Terrestrial
Ecosystems Detected using Global Satellite Data Sets", Global
Change Biology, 9(7), 1005-1021,
2003.
[pdf] [publisher
link]
Teleconnections
Christopher Potter, Shyam Boriah, Michael Steinbach, Vipin
Kumar and Steven Klooster (2007), "Terrestrial
vegetation dynamics and global climate controls", Climate
Dynamics.
[publisher
link]
C. Potter, S. Boriah, M.
Steinbach, V. Kumar, and S. Klooster, "Terrestrial Vegetation
Dynamics and Global Climate Controls in North America: 2001--2005."
Earth Interactions, 12(8):1--12,
2008.
C. Potter, S. Klooster, M. Steinbach, P. Tan, V. Kumar, S.
Shekhar, R. Nemani, and R. Myneni, "Global
Teleconnections of Ocean Climate to Terrestrial Carbon Flux", J.
Geophysical Research, Vol. 108, No. D17, 4556,,
2003.
[pdf] [publisher
link]
C. Potter, S. Klooster, M. Steinbach, P. Tan, V. Kumar, S.
Shekhar, and C. Carvalho, "Understanding
Global Teleconnections of Climate to Regional Model Estimates of Amazon
Ecosystem Carbon Fluxes", Global Change Biology, Volume 10,
Issue 5, 693-703,
2004.
[pdf] [publisher
link]
Terrestrial Carbon Sinks
C. Potter, S. Klooster, P. Tan, M. Steinbach, V. Kumar and
V. Genovese,
"Variability in terrestrial carbon
sinks over two decades: Part 2 — Eurasia", Global
and Planetary Change, Volume 49, Issues 3-4, December 2005, Pages
177-186. [publisher
link]
Christopher Potter , Steven Klooster, Ranga Myneni, Vanessa
Genovese, Pang-Ning Tan, Vipin Kumar, "Continental Scale
Comparisons of
Terrestrial Carbon Sinks", Global and Planetary Change, 39,
201-213, 2003. [pdf]
[publisher
link]
C. Potter, S. Klooster, M. Steinbach, P. Tan, V. Kumar, R.
Myneni, V. Genovese, "Variability in
Terrestrial Carbon Sinks Over Two Decades: Part 1-North America", Earth
Interactions, Volume 7, Paper 12, 2003.
[pdf] [publisher
link]
Christopher S. Potter, Steven Klooster, Vanessa Brooks, "Interannual Variability in Terrestrial Net
Primary Production: Exploration of Trends and Controls on Regional to
Global Scales", Ecosystems,
Volume 2, Issue 1, Jan 1999, Pages 36 - 48.
[publisher
link]
River Analysis
Christopher Potter, Pusheng Zhang, Steven Klooster, Vanessa
Genovese, Shashi Shekhar, Vipin Kumar "Understanding
the Controls of Historical River Discharge Data on Largest River Basins", Earth Interactions, Volume 8,
Paper 2, 1-21,
2004. [pdf] [publisher
link]
S. Boriah, V.
Kumar, M. Steinbach, C. Potter, and S. Klooster. Land Cover
Change Detection: A Case Study. Proceedings
of the 14th ACM SIGKDD International Conference on Knowledge Discovery
and Data Mining, 2008.
Cluster Analysis
Michael Steinbach, Pang-Ning Tan, Shyam Boriah, Vipin Kumar,
Steven Klooster, and Christopher Potter, "The Application of Clustering to Earth
Science Data: Progress and Challenges", Proceedings of the 2nd
NASA Data Mining Workshop, May 2006.
[publisher
link]
Vipin Kumar, Michael Steinbach, Pusheng Zhang, Shashi
Shekhar, Pang-Ning Tan, Christopher Potter, and Steven Klooster, "Discovery
of Changes from the Global Carbon Cycle
and Climate System Using Data Mining", NASA Earth
Science Technology Conference
2004.
[pdf] [publisher
link]
S. Boriah, G. Simon, M. Naorem,
M.
Steinbach, V. Kumar, S. Klooster, and C. Potter, Predicting
Land Climate Using Ocean Data,
KDD Workshop on Mining Temporal and Sequential Data, August 22, 2004 –
Seattle, WA
[pdf]
Michael Steinbach, Pang-Ning Tan, Vipin Kumar, Christopher
Potter, and Steven Klooster, "Discovery of
Climate Indices using Clustering", KDD 2003.
[pdf] [publisher
link]
Michael Steinbach, Pang-Ning Tan, Vipin Kumar, Christopher
Potter, and Steven Klooster, "Temporal
Data Mining for the Discovery and Analysis of Ocean Climate Indices",
KDD Workshop on Temporal Data Mining, 2002. [pdf]
Michael Steinbach, Pang-Ning Tan, Vipin Kumar, Christopher
Potter, and Steven Klooster, "Data
Mining for the Discovery of Ocean Climate Indices", The
Fifth Workshop on Scientific Data Mining (2nd SIAM International
Conference on Data Mining), 2002. [pdf]
Vipin Kumar, Michael Steinbach, Pang-Ning Tan, Steven
Klooster, Christopher Potter, Alicia Torregrosa, "Mining Scientific
Data: Discovery of
Patterns in the Global Climate System ", Joint Statistical
Meeting, 2001. [pdf]
Michael Steinbach, Pang-Ning Tan, Vipin Kumar, Christopher
Potter, Steven Klooster, Alicia Torregrosa, "Clustering Earth
Science Data:
Goals, Issues and Results", KDD Workshop on Mining
Scientific Datasets, 2001. [pdf]
Association Analysis
Pang-Ning Tan, Michael Steinbach, Vipin Kumar, Christopher
Potter, Steven Klooster, Alicia Torregrosa, "Finding Spatio-Temporal
Patterns in
Earth Science Data", KDD Workshop on Temporal Data Mining, 2001. [pdf]
Query Processing
P. Zhang, S. Shekhar, Y. Huang, and V. Kumar, "Spatial Cone Tree: An Index Structure for
Correlation-based Similarity Queries on Spatial Time Series Data",
In the Proc. of the Int'l Workshop on Next Generation Geospatial
Information, 2003.
[publisher
link]
Pusheng Zhang, Yan Huang, Shashi Shekhar, and Vipin Kumar, "Exploiting
Spatial Autocorrelation to
Efficiently Process Correlation-Based Similarity Queries", the
8th Symp. on Spatial and Temporal Databases, 2003.
[pdf] [publisher
link]
Pusheng Zhang, Yan Huang, Shashi Shekhar, and Vipin Kumar, "Correlation
Analysis of Spatial Time Series
Datasets: A Filter-and-Refine Approach", the Seventh
Pacific-Asia Knowledge Discovery and Data Mining, 2003.
[pdf] [publisher
link]
S. Boriah, V.
Kumar, M. Steinbach, P. Tan, C. Potter, and S. Klooster.
Detecting Ecosystem Disturbances and Land Cover Change using Data
Mining. In H. Kargupta, J. Han, P. Yu, R. Motwani, and V. Kumar,
editors, Next Generation of Data
Mining, CRC Press, 2008.
Pusheng Zhang, Michael Steinbach, Vipin Kumar, Shashi
Shekhar, Pang-Ning Tan, Steve Klooster, and Chris Potter, Discovery of
Patterns of Earth Science Data Using Data Mining, as a Chapter in Next
Generation of Data Mining Applications, Jozef Zurada and Medo
Kantardzic(eds), Wiley-IEEE Press, March 2005.
[pdf]
Vipin Kumar, High Performance
Data Mining - Application for Discovery of Patterns in the Global
Climate System, Keynote Talk, HiPC 2007.
[pdf]
Vipin Kumar, Discovery of
Patterns in the Global Climate System using Data Mining, NGDM
'07: National Science Foundation Symposium on Next Generation of Data
Mining and Cyber-Enabled Discovery for Innovation.
[pdf]
Shyam Boriah, The Application
of Clustering to Earth Science Data: Progress and Challenges,
NASA Data Mining Workshop, May 2006.
[pdf]
Michael Steinbach, Predicting
Land Climate Using Ocean Data,
KDD Workshop on Mining Temporal and Sequential Data, August 22, 2004 –
Seattle, WA
[ppt]
Mining Scientific Data,
NASA
Open House, October 2003.
[ppt]
Michael Steinbach, Vipin Kumar, Mining
Climate Data, Presentation at the Digital Technology Center,
University of Minnesota, September 2003.
[ppt]
Vipin Kumar, Discovery of
Patterns in the Global
Climate System using Data Mining, University of Wisconsin,
August
2003.
[ppt]
Michael Steinbach, Vipin Kumar, Mining
Climate Data, Presentation at Workshop on Data Mining and
Exploration Middleware for Distributed and Grid Computing, Sep, 2003.
[ppt]
Michael Steinbach, Pang-Ning Tan, Vipin Kumar, Christopher
Potter, and Steven Klooster, Discovery of Climate
Indices using Clustering, Presentation at KDD 2003, Aug, 2003.
[ppt]
Pusheng Zhang, Yan Huang, Shashi Shekhar, and Vipin Kumar, "Efficient
Query Processing Techniques on
Spatial Time Series", Presentation for SSTD, July, 2003.
[slides]
Vipin Kumar, "Discovery
of Changes in the Global Carbon Cycle and Climate System Using Data
Mining", Presentation at NASA IDU, Sept 4-6, 2002.
Vipin Kumar, "Discovery
of Patterns in the Global Climate System using Data Mining",
Keynote Address at PAKDD 2002.
[ppt]
Vipin Kumar, "Data
Mining for Earth Science Data", Presentation at UMBC, March 20,
2002
[ppt]
C. Potter, S. Klooster, Ranga Myneni, P. Tan, M. Steinbach,V.
Kumar, "Understanding
Global Teleconnections of Climate to Regional Model of Amazon Ecosystem
Carbon Fluxes", Poster in Brasil , 2002. [ppt]
Vipin Kumar, "Data
Mining for Earth Science Data", Presentation at IPAM
Mathematical Challenges in Scientific Data Mining, January 15, 2002.
[ppt]
Vipin Kumar, Shashi Shekhar, George Karypis, Christopher
Potter, Steven Klooster, Alicia Torregrosa, "Discovery of Changes
from the Global Carbon
Cycle and Climate System Using Data Mining", Presentation
in Missoula, 2001. [ppt]
Wolfgang Buermann, Bruce Anderson, Compton J. Tucker, Robert
E. Dickinson, Wolfgang Lucht, Christopher S. Potter, and Ranga B.
Myneni, "Interannual covariability in
Northern Hemisphere air temperatures and greenness associated with El
Nino-Southern Oscillation and the Arctic Oscillation", Journal of Geophysical Research,
Vol. 108, No. D13, 4396.
[publisher
link]
