Automatic STructure IDentification

analyze_dataset | Analyze the given dataset. |

compute_ci | Compute the confidence intervals (CI) for the accuracy using... |

cpermute | Produces a permutation of integers 1:length(vec) such that... |

defactor | Defactor a numeric. |

do_experiment_synthetic | Perform experiments on synthetic datasets. # Perform... |

do_experiment_uci | Perform experiments on UCI datasets (in arff format). #... |

get_dataset_properties | Get properties of a dataset. # Get properties of a dataset. |

get_full_treelist | Return full list of trees. |

get_k_tree | Get the k:th tree from a list of trees. |

list_datasets | List datasets (arff-files) in a given path. # List datasets... |

list_datasets_sorted | List datasets (arff-files) in a given path sorted by their... |

load_result | Load results. # Load results in a given folder (where they... |

make_group_matrix | Crate a results matrix from the analysis results of a... |

make_synthetic_dataset | Generate synthetic dataset. |

mksigma | Generate covariance matrix. |

permutation | Permute the data matrix using the permutation tree. |

permutedata | Use the permutation to obtain a new data matrix. |

print_result_table_html | Print the results table in HTML |

read_uci_dataset | Read UCI data set stored in arff format and transform all... |

save_result | Save results as rds file. # Save results as rds file,... |

sid_filter_trees | Find trees that are acceptable at the alpha significance... |

sid_find_singleton | Find attribute to remove from a tree. |

sid_gen_surrogate | Generate a surrogate (permuted) dataset. |

sid_get_goodness | Get the goodness (accuracy) of a classifier. |

sid_group | Find a grouping from a sorted list of attributes. |

sid_halve | Calculate goodness for 2-group attribute sets. |

sid_p | Calculate the p-values for a list of trees. |

sid_part | Partition an array into two. |

sid_p_ci | Binomial confidence interval for the p-value |

sid_prune_group | Prune group. |

sid_prune_singletons | Prune singletons from tree. |

sid_prune_tree | Prune tree. |

sid_prune_treelist | Prune all trees in the treelist. |

sid_p_tree | Calculate the p-value for a tree. |

sid_p_tree_es | Calculate the p-value for a tree (using early stopping) |

sid_randomize_dataset | Convenience function for randomising the data inside a... |

sid_singletonize | Singletonize the attributes in the vector x. |

sid_sort | Rank attributes |

sid_tree_goodness | Get the goodness (accuracy) of a tree. |

sid_treeify | Create a valid tree from a list of attribute indices. |

sid_untreeify | Undo treeification. |

split_dataset | Split dataset into training and testing (50/50). # Split... |

split_dataset_ttv | Split dataset into 3 parts: training, testing, validation... |

testsplit | Split data set into training and validation sets, stratifying... |

tree_to_letters | Represent a grouping (tree) using letters. |

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