TY - JOUR
T1 - Monitoring global forest cover using data mining
AU - Mithal, Varun
AU - Garg, Ashish
AU - Boriah, Shyam
AU - Steinbach, Michael
AU - Kumar, Vipin
AU - Potter, Christopher
AU - Klooster, Steven
AU - Castilla-Rubio, Juan Carlos
PY - 2011/7
Y1 - 2011/7
N2 - Forests are a critical component of the planet's ecosystem. Unfortunately, there has been significant degradation in forest cover over recent decades as a result of logging, conversion to crop, plantation, and pasture land, or disasters (natural or man made) such as forest fires, floods, and hurricanes. As a result, significant attention is being given to the sustainable use of forests. A key to effective forest management is quantifiable knowledge about changes in forest cover. This requires identification and characterization of changes and the discovery of the relationship between these changes and natural and anthropogenic variables. In this article, we present our preliminary efforts and achievements in addressing some of these tasks along with the challenges and opportunities that need to be addressed in the future. At a higher level, our goal is to provide an overview of the exciting opportunities and challenges in developing and applying data mining approaches to provide critical information for forest and land use management.
AB - Forests are a critical component of the planet's ecosystem. Unfortunately, there has been significant degradation in forest cover over recent decades as a result of logging, conversion to crop, plantation, and pasture land, or disasters (natural or man made) such as forest fires, floods, and hurricanes. As a result, significant attention is being given to the sustainable use of forests. A key to effective forest management is quantifiable knowledge about changes in forest cover. This requires identification and characterization of changes and the discovery of the relationship between these changes and natural and anthropogenic variables. In this article, we present our preliminary efforts and achievements in addressing some of these tasks along with the challenges and opportunities that need to be addressed in the future. At a higher level, our goal is to provide an overview of the exciting opportunities and challenges in developing and applying data mining approaches to provide critical information for forest and land use management.
KW - Computational sustainability
KW - Forest cover change
KW - Land change
KW - Remote sensing
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U2 - 10.1145/1989734.1989740
DO - 10.1145/1989734.1989740
M3 - Review article
AN - SCOPUS:79960791695
SN - 2157-6904
VL - 2
JO - ACM Transactions on Intelligent Systems and Technology
JF - ACM Transactions on Intelligent Systems and Technology
IS - 4
M1 - 36
ER -