Changes between Version 12 and Version 13 of AdditionalMaterial
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- 12/14/10 14:03:07 (14 years ago)
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AdditionalMaterial
v12 v13 9 9 ==== Artificial benchmark datasets ==== 10 10 ===== Friedman-I ===== 11 [export:/ trunk/misc/pub/2010/theses/gkronber/friedman-I.csv friedman-I.csv]11 [export:/misc/publications/2010/theses/gkronber/friedman-I.csv friedman-I.csv] 12 12 13 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). … … 19 19 20 20 ===== Friedman-II ===== 21 [export:/ trunk/misc/pub/2010/theses/gkronber/friedman-II.csv friedman-II.csv]21 [export:/misc/publications/2010/theses/gkronber/friedman-II.csv friedman-II.csv] 22 22 23 23 ===== Breiman-I ===== 24 [export:/trunk/misc/pub/2010/theses/gkronber/breiman-I.csv breiman-I.csv] 24 [export:/misc/publications/2010/theses/gkronber/breiman-I.csv breiman-I.csv] 25 This dataset is described in (Breiman 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 27 [[Image(breiman-I.png)]] 28 29 Variables x01,..., x10 are randomly sampled attributes following the probability distributions: 30 31 [[Image(breiman-I-variables.png)]] 25 32 26 33 ==== Real-world datasets ==== 27 34 28 35 ===== Chemical-I ===== 29 [export:/ trunk/misc/pub/2010/theses/gkronber/chemical-I.csv chemical-I.csv]36 [export:/misc/publications/2010/theses/gkronber/chemical-I.csv chemical-I.csv] 30 37 31 38 ===== Chemical-II ===== 32 [export:/ trunk/misc/pub/2010/theses/gkronber/chemical-II.csv chemical-II.csv]39 [export:/misc/publications/2010/theses/gkronber/chemical-II.csv chemical-II.csv] 33 40 34 41 ===== Financial-I ===== 35 [export:/ trunk/misc/pub/2010/theses/gkronber/financial-I.csv financial-I.csv]42 [export:/misc/publications/2010/theses/gkronber/financial-I.csv financial-I.csv] 36 43 37 44 ===== Macro-Economic ===== 38 [export:/ trunk/misc/pub/2010/theses/gkronber/macro-economic.csv macro-economic.csv]45 [export:/misc/publications/2010/theses/gkronber/macro-economic.csv macro-economic.csv] 39 46 40 47 ===== Housing ===== 41 [export:/ trunk/misc/pub/2010/theses/gkronber/housing.csv housing.csv]48 [export:/misc/publications/2010/theses/gkronber/housing.csv housing.csv] 42 49 43 50 ==== References ====