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Using classification tree analysis to predict oak wilt distribution in Minnesota and TexasAuthor(s): Marla c. Downing; Vernon L. Thomas; Jennifer Juzwik; David N. Appel; Robin M. Reich; Kim Camilli
Source: In: Billings, Ronald F.; Appel, David N., eds. The proceedings of the 2nd national oak wilt symposium; 2007 June 4-7; Austin, TX. National Oak Wilt Symposium: 67-83.
Publication Series: Scientific Journal (JRNL)
Station: Northern Research Station
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DescriptionWe developed a methodology and compared results for predicting the potential distribution of Ceratocystis fagacearum (causal agent of oak wilt), in both Anoka County, MN, and Fort Hood, TX. The Potential Distribution of Oak Wilt (PDOW) utilizes a binary classification tree statistical technique that incorporates: geographical information systems (GIS); field sample data; commonly available, inexpensive, coarse-resolution auxiliary data; and satellite imagery from both Landsat Thematic Mapper (TM) and SPOT to predict the spatial distribution of oak wilt. Two types of model evaluations were conducted -- a ten-fold cross validation and an assessment using additional oak wilt data that had been verified in the field. These evaluations indicated that at the landscape scale PDOW correctly models the presence of oak wilt, and accurately predicts oak wilt distribution in Anoka County, MN and Fort Hood, TX.
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CitationDowning, Marla c.; Thomas, Vernon L.; Juzwik, Jennifer; Appel, David N.; Reich, Robin M.; Camilli, Kim 2008. Using classification tree analysis to predict oak wilt distribution in Minnesota and Texas. In: Billings, Ronald F.; Appel, David N., eds. The proceedings of the 2nd national oak wilt symposium; 2007 June 4-7; Austin, TX. National Oak Wilt Symposium: 67-83.
KeywordsCeratocystis fagacearum</i., classification tree, decision tree, Landsat TM, spatial statistics, SPOT satellite imagery
- Oak wilt
- Oak wilt and oak decline in the upper midwest USA
- Oak wilt: a potential threat to southern and western oak forests
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