yahoo_science

mldr.datasets::get.mldr("yahoo_science")

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Full dataset

MULAN/MEKA (.arff) MULAN (.xml) LibSVM KEEL mldr

Partitions: select your desired partitioning strategy, validation and format

	Random	Stratified	Iterative stratified
Hold out	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr
2x5-fold cross validation	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr
10-fold cross validation	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr	MULAN MEKA LibSVM KEEL mldr

Summary

Instances	6428
Attributes	37227
Inputs	37187
Labels	40
Labelsets	457
Single labelsets	252
Max frequency	1200
Cardinality	1.4498
Density	0.0362
Mean IR	52.6318
SCUMBLE	0.0575
TCS	20.3373

Citation

Ueda, N.; Saito, K. (2002). Parametric mixture models for multi-labeled text. In Advances in neural information processing systems, 721--728.

@inproceedings{,
  title="Parametric mixture models for multi-labeled text",
author="Ueda, N. and Saito, K.",
booktitle="Advances in neural information processing systems",
pages="721--728",
year="2002"
}

Concurrence plot

In this concurrence plot, sectors represent labels and links between them depict label co-occurrences. SCUMBLE is a measure designed to assess the concurrence among imbalanced labels.

Attributes

all attributes labels

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(37027 more attributes)

Label1 SCUMBLE 0.0472 Label2 SCUMBLE 0.1745 Label3 SCUMBLE 0.058 Label4 SCUMBLE 0.1449 Label5 SCUMBLE 0.041 Label6 SCUMBLE 0.0767 Label7 SCUMBLE 0.0822 Label8 SCUMBLE 0.1721 Label9 SCUMBLE 0.6277 Label10 SCUMBLE 0.1789 Label11 SCUMBLE 0.1031 Label12 SCUMBLE 0.0376 Label13 SCUMBLE 0.1267 Label14 SCUMBLE 0.2299 Label15 SCUMBLE 0.103 Label16 SCUMBLE 0.7921 Label17 SCUMBLE 0.1334 Label18 SCUMBLE 0.2238 Label19 SCUMBLE 0.6993 Label20 SCUMBLE 0.3627 Label21 SCUMBLE 0.0779 Label22 SCUMBLE 0.2993 Label23 SCUMBLE 0.0794 Label24 SCUMBLE 0.1458 Label25 SCUMBLE 0.0459 Label26 SCUMBLE 0.6333 Label27 SCUMBLE 0.1383 Label28 SCUMBLE 0.0396 Label29 SCUMBLE 0.3477 Label30 SCUMBLE 0.054 Label31 SCUMBLE 0.097 Label32 SCUMBLE 0.3925 Label33 SCUMBLE 0.7752 Label34 SCUMBLE 0.7079 Label35 SCUMBLE 0.2329 Label36 SCUMBLE 0.1249 Label37 SCUMBLE 0.1036 Label38 SCUMBLE 0.7181 Label39 SCUMBLE 0.8546 Label40 SCUMBLE 0.1817

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