[[PageOutline]] = Additional Material for Publications = This page contains a collection of additional material related to publications of members of the research group HEAL. == 2010 == === Dissertation Kronberger === The following datasets are used in experiments in the thesis. ==== Artificial benchmark datasets ==== ===== Friedman-I ===== [export:/trunk/misc/pub/2010/theses/gkronber/friedman-I.csv friedman-I.csv] 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). [[Image(friedman-I.png)]] Variables x01,..., x10 are sampled uniformly from the unit hypercube (x~U(0,1)). Epsilon is generated from the standard normal distribution (e~N(0,1)). ===== Friedman-II ===== [export:/trunk/misc/pub/2010/theses/gkronber/friedman-II.csv friedman-II.csv] ===== Breiman-I ===== [export:/trunk/misc/pub/2010/theses/gkronber/breiman-I.csv breiman-I.csv] ==== Real-world datasets ==== ===== Chemical-I ===== [export:/trunk/misc/pub/2010/theses/gkronber/chemical-I.csv chemical-I.csv] ===== Chemical-II ===== [export:/trunk/misc/pub/2010/theses/gkronber/chemical-II.csv chemical-II.csv] ===== Financial-I ===== [export:/trunk/misc/pub/2010/theses/gkronber/financial-I.csv financial-I.csv] ===== Macro-Economic ===== [export:/trunk/misc/pub/2010/theses/gkronber/macro-economic.csv macro-economic.csv] ===== Housing ===== [export:/trunk/misc/pub/2010/theses/gkronber/housing.csv housing.csv] ==== References ==== Jerome H. Friedman, Multivariate adaptive regression splines, ''The Annals of Statistics'', 19(1):1-141, 1991. == 2011 ==