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The rate at which geospatial data is being generated exceeds our
computational capabilities to extract patterns for the
understanding of a dynamically changing world. Geoinformatics and
data mining focuses on the development and implementation of
computational algorithms to solve these problems. This unique
volume contains a collection of chapters on state-of-the-art data
mining techniques applied to geoinformatic problems of high
complexity and important societal value. Data Mining for
Geoinformatics addresses current concerns and developments relating
to spatio-temporal data mining issues in remotely-sensed data,
problems in meteorological data such as tornado formation,
estimation of radiation from the Fukushima nuclear power plant,
simulations of traffic data using OpenStreetMap, real time traffic
applications of data stream mining, visual analytics of traffic and
weather data and the exploratory visualization of collective,
mobile objects such as the flocking behavior of wild chickens. This
book is designed for researchers and advanced-level students
focused on computer science, earth science and geography as a
reference or secondary text book. Practitioners working in the
areas of data mining and geoscience will also find this book to be
a valuable reference.
The rate at which geospatial data is being generated exceeds our
computational capabilities to extract patterns for the
understanding of a dynamically changing world. Geoinformatics and
data mining focuses on the development and implementation of
computational algorithms to solve these problems. This unique
volume contains a collection of chapters on state-of-the-art data
mining techniques applied to geoinformatic problems of high
complexity and important societal value. Data Mining for
Geoinformatics addresses current concerns and developments relating
to spatio-temporal data mining issues in remotely-sensed data,
problems in meteorological data such as tornado formation,
estimation of radiation from the Fukushima nuclear power plant,
simulations of traffic data using OpenStreetMap, real time traffic
applications of data stream mining, visual analytics of traffic and
weather data and the exploratory visualization of collective,
mobile objects such as the flocking behavior of wild chickens. This
book is designed for researchers and advanced-level students
focused on computer science, earth science and geography as a
reference or secondary text book. Practitioners working in the
areas of data mining and geoscience will also find this book to be
a valuable reference.
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