def get_calhousing():
r"""Return the California housing regression dataset.
Type: Regression
Samples: 20640
Attributes: 8
Targets: 1
Source: http://www.dcc.fc.up.pt/~ltorgo/Regression/cal_housing.html
Recommended citations:
@misc{calhousing,
title={California Housing},
author={Pace, R. Kelley},
note={\url{http://www.dcc.fc.up.pt/~ltorgo/Regression/cal_housing.html}}
}
@article{pace1997sparse,
title={Sparse spatial autoregressions},
author={Pace, R Kelley and Barry, Ronald},
journal={Statistics \& Probability Letters},
volume={33},
number={3},
pages={291--297},
year={1997},
publisher={Elsevier}
}
@article{huang2005generalized,
title={A generalized growing and pruning RBF (GGAP-RBF) neural network for function approximation},
author={Huang, Guang-Bin and Saratchandran, Paramasivan and Sundararajan, Narasimhan},
journal={IEEE Transactions on Neural Networks},
volume={16},
number={1},
pages={57--67},
year={2005},
publisher={IEEE}
}
@article{huang2006universal,
title={Universal approximation using incremental constructive feedforward networks with random hidden nodes},
author={Huang, Guang-Bin and Chen, Lei and Siew, Chee Kheong and others},
journal={IEEE Trans. Neural Networks},
volume={17},
number={4},
pages={879--892},
year={2006}
}
"""
return process.get_data(_filename_relative('cal_housing.data'),
0,
classification=False)
def get_haberman():
r"""Return the Haberman's survival classification dataset.
Type: Classification
Samples: 306
Attributes: 3
Classes: 2
Source: https://archive.ics.uci.edu/ml/datasets/Haberman%27s+Survival
@misc{Lichman:2013,
author={M. Lichman},
year={2013},
title={{UCI} Machine Learning Repository},
note={\url{http://archive.ics.uci.edu/ml}},
institution={University of California, Irvine, School of Information and Computer Sciences}
}
"""
return process.get_data(_filename_relative('haberman.data'), 0)
def get_cancer_original():
r"""Return the original Wisconsin breast cancer dataset.
Type: Classification
Samples: 683
Attributes: 9
Classes 2
Source: https://archive.ics.uci.edu/ml/datasets/Breast+Cancer+Wisconsin+%28Original%29
@misc{Lichman:2013,
author={M. Lichman},
year={2013},
title={{UCI} Machine Learning Repository},
note={\url{http://archive.ics.uci.edu/ml}},
institution={University of California, Irvine, School of Information and Computer Sciences}
}
"""
return process.get_data(_filename_relative('breast-cancer-wisconsin.data'),
1)
def get_iris():
r"""Return the iris classification dataset.
Type: Classification
Samples: 150
Attributes: 4
Classes: 3
Source: http://archive.ics.uci.edu/ml/datasets/Iris
Recommended citations:
@misc{Lichman:2013,
author={M. Lichman},
year={2013},
title={{UCI} Machine Learning Repository},
note={\url{http://archive.ics.uci.edu/ml}},
institution={University of California, Irvine, School of Information and Computer Sciences}
}
"""
return process.get_data(_filename_relative('iris.data'), 0)
def get_cancer_diagnostic():
r"""Return the Wisconsin breast cancer diagnostic dataset.
Type: Classification
Samples: 569
Attributes: 30
Classes: 2
Source: http://archive.ics.uci.edu/ml/datasets/Breast+Cancer+Wisconsin+%28Diagnostic%29
Recommended citations:
@misc{Lichman:2013,
author={M. Lichman},
year={2013},
title={{UCI} Machine Learning Repository},
note={\url{http://archive.ics.uci.edu/ml}},
institution={University of California, Irvine, School of Information and Computer Sciences}
}
"""
return process.get_data(_filename_relative('wdbc.data'),
2,
attr_end_pos=None,
target_pos=1)