EAN: 9783319172194

MACHINE LEARNING AND DATA MINING APPROACHES TO ...

This book presents innovative work in Climate Informatics  a new field that reflects the
application of data mining methods to climate science  and shows where this new and fast
growing field is headed. Given its interdisciplinary nature  Climate Informatics offers
insights  tools and methods that are increasingly needed in order to understand the climate
system  an aspect which in turn has become crucial because of the threat of climate change.
There has been a veritable explosion in the amount of data produced by satellites 
environmental sensors and climate models that monitor  measure and forecast the earth system.
In order to meaningfully pursue knowledge discovery on the basis of such voluminous and diverse
datasets  it is necessary to apply machine learning methods  and Climate Informatics lies at
the intersection of machine learning and climate science. This book grew out of the fourth
workshop on Climate Informatics held in Boulder  Colorado in Sep. 2014.

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