UCI/README.md

In sungcheolkim78/FiDEL: Fermi-Dirac based Ensemble Learning

UCI Data

Sonar

• Number of Instances: 208
• Number of Attributes: 60
• Label: (Class) M R
• Prevelence:
• Models: 'nnet', 'rda', 'ctree', 'C5.0', 'gbm', 'svmLinear', 'svmRadial', 'pls', 'earth', 'avNNet'
• Number of Models: 10
• Link: (Sonar)[http://archive.ics.uci.edu/ml/datasets/connectionist+bench+(sonar,+mines+vs.+rocks)]

Bank

• Number of Instances: 45211 (4521)
• Number of Attributes: 17
• Label: (y) yes (521) yo (4000)
• Prevelence: 0.115
• Models: 'nnet', 'rda', 'svmLinear', 'svmRadial', 'pls', 'earth', 'avNNet', 'mlp', 'nb', 'rf', 'rpart', 'xgbTree', 'ctree', 'C5.0', 'gbm', 'bayesglm', 'earth', 'glm', 'avNNet', 'glmnet', 'simpls', 'xgbLinear','ctree', 'C5.0', 'gbm'
• Number of Models: 25
• Training Time: 1 hr 33 min
• Link: (Bank)[https://archive.ics.uci.edu/ml/datasets/Bank+Marketing]

Ionosphere

• Number of Instances: 351
• Number of Attributes: 34
• Label: (y) good bad
• Prevelence:
• Models: 'nnet', 'rda', 'ctree', 'C5.0', gbm, 'svmLinear', 'svmRadial', 'pls', 'earth', 'avNNet'
• Number of Models: 10
• Link: (Ionosphere)[https://archive.ics.uci.edu/ml/datasets/Ionosphere]

Yeast

• Number of Instances: 1484
• Number of Attributes: 8
• Label: (Localization Site) CYT (463) NUT (429)
• Prevelence: 0.4809
• Models: 'nnet', 'rda', 'ctree', 'C5.0', gbm, 'svmLinear', 'svmRadial', 'pls', 'earth', 'avNNet'
• Number of Models: 10
• Link: (Yeast)[https://archive.ics.uci.edu/ml/datasets/Yeast]

Mushroom

• Number of Instances: 8124
• Number of Attributes: 22
• Label: (Class) edible poisonous
• Prevelence:
• Models: 'nnet', 'rda', 'ctree', 'C5.0', gbm, 'svmLinear', 'svmRadial', 'pls', 'earth', 'avNNet'
• Number of Models: 10
• Link: (Mushroom)[https://archive.ics.uci.edu/ml/datasets/Mushroom]

Seismic Bumps

• Number of Instances: 2584
• Number of Attributes: 19
• Label: (Class) hazard (170) nonhazard (2414)
• Prevelence:
• Models: 'nnet', 'rda', 'ctree', 'C5.0', gbm, 'svmLinear', 'svmRadial', 'pls', 'earth', 'avNNet'
• Number of Models: 10
• Link: (Mushroom)[https://archive.ics.uci.edu/ml/datasets/seismic-bumps#]

sungcheolkim78/FiDEL documentation built on Nov. 13, 2024, 7:58 a.m.