'Functions' dataset collection
Collection of synthetic datasets generated applying continuous and limitated functions to a closed subset of its own domain; there are datasets done with scalar and vectorial functions and/or one-variable and multivariate functions. Datasets are in .csv format with header (each header column corresponds to a name of a variable) and in some case there is also the .arff format (for Weka); there are training/learning files and test files: first ones are bigger than seconds ones and the major part of data contained in test files are not present in training/learning ones.
One-variable real-valued continuous and limited function datasets: $y=f(x) : {\rm I\!R} \to {\rm I\!R}$
| ID | Formula | Domain | Train Info | Train Links | Test Info | Test Links |
|---|---|---|---|---|---|---|
| RtoR/001 | $y=\frac{1}{2} x^3 - 2 x^2 - 3 x - 1$ | $[-10, 10]$ | Instances: 2001, discretization: 0.01 | .csv .arff | Instances: 446, discretization: 0.045 | .csv .arff |
| RtoR/002 | $y=\sin x$ | $[-2 \pi, 2 \pi]$ | Instances: 1257, discretization: 0.01 | .csv .arff | Instances: 280, discretization: 0.045 | .csv .arff |
| RtoR/003 | $y=e^x$ | $[-5, 5]$ | Instances: 1001, discretization: 0.01 | .csv .arff | Instances: 223, discretization: 0.045 | .csv .arff |
| RtoR/004 | $y=\sqrt{|x|}$ | $[-5, 5]$ | Instances: 1001, discretization: 0.01 | .csv .arff | Instances: 223, discretization: 0.045 | .csv .arff |
| RtoR/005 | $y=\ln{|x|}$ | $[-5, 5]$ | Instances: 1001, discretization: 0.01 | .csv .arff | Instances: 223, discretization: 0.045 | .csv .arff |
| RtoR/006 | $y=\arctan{|x|}$ | $[-5, 5]$ | Instances: 1001, discretization: 0.01 | .csv .arff | Instances: 223, discretization: 0.045 | .csv .arff |
| RtoR/007 | $y=e^{\sin x}$ | $[-2 \pi, 2 \pi]$ | Instances: 1257, discretization: 0.01 | .csv .arff | Instances: 280, discretization: 0.045 | .csv .arff |
| RtoR/008 | $y=\tanh x$ | $[-5, 5]$ | Instances: 1001, discretization: 0.01 | .csv .arff | Instances: 223, discretization: 0.045 | .csv .arff |
| RtoR/009 | $y=\frac{\sin 2x}{e^\frac{x}{5}}$ | $[-20, 20]$ | Instances: 4000, discretization: 0.01 | .csv .arff | Instances: 889, discretization: 0.045 | .csv .arff |
Download of the datasets
The datasets are available on GitHub.
These materials are distributed under MIT license; feel free to use, share, fork and adapt these materials as you see fit.
Also please feel free to submit pull-requests and bug-reports to this GitHub repository or contact me on my social media channels available on the top right corner of this page.