Publication Abstracts

Monteleoni et al. 2013

Monteleoni, C., G.A. Schmidt, F. Alexander, A. Niculescu-Mizil, K. Steinhaeuser, M. Tippett, A. Banerjee, M.B. Blumenthal, A.R. Ganguly, J.E. Smerdon, and M. Tedesco, 2013: Climate informatics. In Computational Intelligent Data Analysis for Sustainable Development. T. Yu, N. Chawla, and S. Simoff, Eds., Data Mining and Knowledge Discovery Series. Chapman and Hall/CRC, pp. 81-126.

The impact of present and potential future climate change will be one of the most important scientific and societal challenges in the 21st Century. Given observed changes in temperature, sea ice, and sea level, improving our understanding of the climate system is an international priority. This system is characterized by complex phenomena that are imperfectly observed and even more imperfectly simulated. But with an ever-growing supply of climate data from satellites and environmental sensors, the magnitude of data and climate model output is beginning to overwhelm the relatively simple tools currently used to analyze them. A computational approach will therefore be indispensable for these analysis challenges. This chapter introduces the fledgling research discipline, Climate Informatics: collaborations between climate scientists and machine learning researchers in order to bridge this gap between data and understanding. We hope that the study of climate informatics will accelerate discovery in answering pressing questions in climate science.

  • Book ISBN 1439895945, 9781439895948.

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BibTeX Citation

  author={Monteleoni, C. and Schmidt, G. A. and Alexander, F. and Niculescu-Mizil, A. and Steinhaeuser, K. and Tippett, M. and Banerjee, A. and Blumenthal, M. B. and Ganguly, A. R. and Smerdon, J. E. and Tedesco, M.},
  editor={Yu, T. and Chawla, N. and Simoff, S.},
  title={Climate informatics},
  booktitle={Computational Intelligent Data Analysis for Sustainable Development},
  publisher={Chapman and Hall/CRC},
  series={Data Mining and Knowledge Discovery Series},

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RIS Citation

ID  - mo02100q
AU  - Monteleoni, C.
AU  - Schmidt, G. A.
AU  - Alexander, F.
AU  - Niculescu-Mizil, A.
AU  - Steinhaeuser, K.
AU  - Tippett, M.
AU  - Banerjee, A.
AU  - Blumenthal, M. B.
AU  - Ganguly, A. R.
AU  - Smerdon, J. E.
AU  - Tedesco, M.
ED  - Yu, T.
ED  - Chawla, N.
ED  - Simoff, S.
PY  - 2013
TI  - Climate informatics
BT  - Computational Intelligent Data Analysis for Sustainable Development
T3  - Data Mining and Knowledge Discovery Series
SP  - 81
EP  - 126
PB  - Chapman and Hall/CRC
ER  -

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