yahoo_social

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

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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	12111
Attributes	52389
Inputs	52350
Labels	39
Labelsets	361
Single labelsets	179
Max frequency	4062
Cardinality	1.2793
Density	0.0328
Mean IR	257.7044
SCUMBLE	0.049
TCS	20.4181

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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(52189 more attributes)

Label1 SCUMBLE 0.109 Label2 SCUMBLE 0.0936 Label3 SCUMBLE 0.18 Label4 SCUMBLE 0.3043 Label5 SCUMBLE 0.2255 Label6 SCUMBLE 0.4643 Label7 SCUMBLE 0.3255 Label8 SCUMBLE 0.1268 Label9 SCUMBLE 0.1616 Label10 SCUMBLE 0.0594 Label11 SCUMBLE 0.1862 Label12 SCUMBLE 0.4278 Label13 SCUMBLE 0.179 Label14 SCUMBLE 0.8043 Label15 SCUMBLE 0.8046 Label16 SCUMBLE 0.6807 Label17 SCUMBLE 0.035 Label18 SCUMBLE 0.2359 Label19 SCUMBLE 0.2 Label20 SCUMBLE 0.1658 Label21 SCUMBLE 0.0499 Label22 SCUMBLE 0.191 Label23 SCUMBLE 0.1682 Label24 SCUMBLE 0.0941 Label25 SCUMBLE 0.1571 Label26 SCUMBLE 0.1441 Label27 SCUMBLE 0.2887 Label28 SCUMBLE 0.3171 Label29 SCUMBLE 0.2306 Label30 SCUMBLE 0.5625 Label31 SCUMBLE 0.363 Label32 SCUMBLE 0.4401 Label33 SCUMBLE 0.1913 Label34 SCUMBLE 0.2382 Label35 SCUMBLE 0.3461 Label36 SCUMBLE 0.2504 Label37 SCUMBLE 0.3617 Label38 SCUMBLE 0 Label39 SCUMBLE 0.1717

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