Changes between Version 17 and Version 18 of AdditionalMaterial
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- 12/14/10 14:13:18 (14 years ago)
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AdditionalMaterial
v17 v18 11 11 [export:/misc/publications/2010/theses/gkronber/friedman-I.csv friedman-I.csv] 12 12 13 This dataset is described in (Friedman 1991), where it is used to benchmark the multi-variate adaptive regression splines (MARS) algorithm. The signal-to-noise ratio in this dataset is rather low, so it is difficult to rediscover the generating function f(x) especially the terms below the noise level (x4 and x5).13 This dataset is described in (Friedman, 1991), where it is used to benchmark the multi-variate adaptive regression splines (MARS) algorithm. The signal-to-noise ratio in this dataset is rather low, so it is difficult to rediscover the generating function f(x) especially the terms below the noise level (x4 and x5). 14 14 15 15 [[Image(friedman-I.png)]] … … 23 23 ===== Breiman-I ===== 24 24 [export:/misc/publications/2010/theses/gkronber/breiman-I.csv breiman-I.csv] 25 This dataset is described in (Breiman et al. 1984), where it is used to benchmark the classification and regression trees (CART) algorithm. The signal-to-noise ratio is rather low and additionally it contains a crisp conditional which makes it rather difficult to rediscover the generating function with a symbolic regression approach.25 This dataset is described in (Breiman et al., 1984), where it is used to benchmark the classification and regression trees (CART) algorithm. The signal-to-noise ratio is rather low and additionally it contains a crisp conditional which makes it rather difficult to rediscover the generating function with a symbolic regression approach. 26 26 27 27 [[Image(breiman-I.png)]] … … 51 51 52 52 ==== References ==== 53 Jerome H. Friedman, Multivariate adaptive regression splines, ''The Annals of Statistics'', 19(1):1-141, 1991. 54 55 Leo Breiman, Jerome H. Friedman, Charles J. Stone and R. A. Olson, ''Classification and Regression Trees'', Chapman and Hall, 1984 53 Friedman, 1991:: Jerome H. Friedman, Multivariate adaptive regression splines, ''The Annals of Statistics'', 19(1):1-141, 1991. 54 Breiman et al., 1984:: Leo Breiman, Jerome H. Friedman, Charles J. Stone and R. A. Olson, ''Classification and Regression Trees'', Chapman and Hall, 1984 56 55 == 2011 ==