yahoo_education

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

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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	12030
Attributes	27567
Inputs	27534
Labels	33
Labelsets	511
Single labelsets	283
Max frequency	2611
Cardinality	1.4632
Density	0.0443
Mean IR	168.1137
SCUMBLE	0.0418
TCS	19.9561

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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(27367 more attributes)

Label1 SCUMBLE 0.038 Label2 SCUMBLE 0.0344 Label3 SCUMBLE 0.0489 Label4 SCUMBLE 0.1615 Label5 SCUMBLE 0.0476 Label6 SCUMBLE 0.5948 Label7 SCUMBLE 0.6108 Label8 SCUMBLE 0.1841 Label9 SCUMBLE 0.3613 Label10 SCUMBLE 0.1878 Label11 SCUMBLE 0.5226 Label12 SCUMBLE 0.2248 Label13 SCUMBLE 0.1253 Label14 SCUMBLE 0.0671 Label15 SCUMBLE 0.445 Label16 SCUMBLE 0.3354 Label17 SCUMBLE 0.8521 Label18 SCUMBLE 0.1398 Label19 SCUMBLE 0.5 Label20 SCUMBLE 0.0557 Label21 SCUMBLE 0.0811 Label22 SCUMBLE 0.3841 Label23 SCUMBLE 0.079 Label24 SCUMBLE 0.6135 Label25 SCUMBLE 0.3219 Label26 SCUMBLE 0.0634 Label27 SCUMBLE 0.361 Label28 SCUMBLE 0.2187 Label29 SCUMBLE 0.7185 Label30 SCUMBLE 0.5375 Label31 SCUMBLE 0.7824 Label32 SCUMBLE 0.1815 Label33 SCUMBLE 0.4463

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