Changes between Version 8 and Version 9 of AdditionalMaterial
- Timestamp:
- 12/09/10 10:59:25 (13 years ago)
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AdditionalMaterial
v8 v9 10 10 ==== Artificial benchmark datasets ==== 11 11 ===== Friedman-I ===== 12 [export:/trunk/misc/pub/2010/theses/gkronber/friedman-I.csv friedman-I.csv] 13 12 14 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 15 14 16 [[Image(friedman-I.png)]] 15 17 16 Variables x01,..., x10 are sampled uniformly from the unit hypercube. 17 Epsilon is generated from the standard normal distribution. 18 19 [export:/trunk/misc/pub/2010/theses/gkronber/friedman-I.csv friedman-I.csv] 18 Variables x01,..., x10 are sampled uniformly from the unit hypercube (x~U(0,1)). 19 Epsilon is generated from the standard normal distribution (e~N(1,0)). 20 20 21 21 ===== Friedman-II =====