TY  -  
T1  - Classification of Defoliated Trees Using Tree-Level Airborne Laser Scanning Data Combined with Aerial Images 
SN  -  /  
UR  - http://hdl.handle.net/10138/159576 
T3  -  
A1  - Kantola, Tuula; Vastaranta, Mikko; Yu, Xiaowei; Lyytikäinen-Saarenmaa, Päivi; Holopainen, Markus; Talvitie, Mervi; Kaasalainen, Sanna; Solberg, Svein; Hyyppä, Juha 
A2  -  
PB  -  
Y1  - 2010 
LA  - eng 
AB  - Climate change and rising temperatures have been observed to be related to the increase of forest insect damage in the boreal zone. The common pine sawfly (Diprion pini L.) (Hymenoptera, Diprionidae) is regarded as a significant threat to boreal pine forests. Defoliation by D. pini can cause severe growth loss and tree mortality in Scots pine (Pinus sylvestris L.) (Pinaceae). In this study, logistic LASSO regression, Random Forest (RF) and Most Similar Neighbor method (MSN) were investigated for... 
VO  -  
IS  -  
SP  -  
OP  -  
KW  - 411 Agriculture and forestry; ALS; defoliation; Diprion pini; forest disturbance; logistic regression; MSN; random forest 
N1  -   
PP  -  
ER  -