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Created by Amy Kim, Ellis Cho, and Sue Yoo | ||
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# Montesinho_Forestfire | ||
Linear Regression Models on Montesinho Forest Fire | ||
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## Dataset | ||
Dataset of Forest Fires retrieved from: | ||
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https://archive.ics.uci.edu/ml/datasets/Forest+Fires?fbclid=IwAR3orFV-2u76MfAF1FbWfm-qtsCsP2OffZatnRAHgfaScgGRR2ET3vchWNQ | ||
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## Goals | ||
Linear Regression Models Used : | ||
1) AIC (Akaike Information Criterion) with Backward-step variabel selection | ||
2) LASSO | ||
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Model Comparison through RMSE values from K-fold Cross validation (10-fold cross validation) | ||
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Predicting log(y+1)-transformed forest fire areas by wildfires (given that area burnt is not 0) |