yahoo_reference

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

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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	8027
Attributes	39712
Inputs	39679
Labels	33
Labelsets	275
Single labelsets	144
Max frequency	3038
Cardinality	1.1744
Density	0.0356
Mean IR	461.8628
SCUMBLE	0.0486
TCS	19.7019

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

numeric Att1 numeric Att2 numeric Att3 numeric Att4 numeric Att5 numeric Att6 numeric Att7 numeric Att8 numeric Att9 numeric Att10 numeric Att11 numeric Att12 numeric Att13 numeric Att14 numeric Att15 numeric Att16 numeric Att17 numeric Att18 numeric Att19 numeric Att20 numeric Att21 numeric Att22 numeric Att23 numeric Att24 numeric Att25 numeric Att26 numeric Att27 numeric Att28 numeric Att29 numeric Att30 numeric Att31 numeric Att32 numeric Att33 numeric Att34 numeric Att35 numeric Att36 numeric Att37 numeric Att38 numeric Att39 numeric Att40 numeric Att41 numeric Att42 numeric Att43 numeric Att44 numeric Att45 numeric Att46 numeric Att47 numeric Att48 numeric Att49 numeric Att50 numeric Att51 numeric Att52 numeric Att53 numeric Att54 numeric Att55 numeric Att56 numeric Att57 numeric Att58 numeric Att59 numeric Att60 numeric Att61 numeric Att62 numeric Att63 numeric Att64 numeric Att65 numeric Att66 numeric Att67 numeric Att68 numeric Att69 numeric Att70 numeric Att71 numeric Att72 numeric Att73 numeric Att74 numeric Att75 numeric Att76 numeric Att77 numeric Att78 numeric Att79 numeric Att80 numeric Att81 numeric Att82 numeric Att83 numeric Att84 numeric Att85 numeric Att86 numeric Att87 numeric Att88 numeric Att89 numeric Att90 numeric Att91 numeric Att92 numeric Att93 numeric Att94 numeric Att95 numeric Att96 numeric Att97 numeric Att98 numeric Att99 numeric Att100 numeric Att101 numeric Att102 numeric Att103 numeric Att104 numeric Att105 numeric Att106 numeric Att107 numeric Att108 numeric Att109 numeric Att110 numeric Att111 numeric Att112 numeric Att113 numeric Att114 numeric Att115 numeric Att116 numeric Att117 numeric Att118 numeric Att119 numeric Att120 numeric Att121 numeric Att122 numeric Att123 numeric Att124 numeric Att125 numeric Att126 numeric Att127 numeric Att128 numeric Att129 numeric Att130 numeric Att131 numeric Att132 numeric Att133 numeric Att134 numeric Att135 numeric Att136 numeric Att137 numeric Att138 numeric Att139 numeric Att140 numeric Att141 numeric Att142 numeric Att143 numeric Att144 numeric Att145 numeric Att146 numeric Att147 numeric Att148 numeric Att149 numeric Att150 numeric Att151 numeric Att152 numeric Att153 numeric Att154 numeric Att155 numeric Att156 numeric Att157 numeric Att158 numeric Att159 numeric Att160 numeric Att161 numeric Att162 numeric Att163 numeric Att164 numeric Att165 numeric Att166 numeric Att167 numeric Att168 numeric Att169 numeric Att170 numeric Att171 numeric Att172 numeric Att173 numeric Att174 numeric Att175 numeric Att176 numeric Att177 numeric Att178 numeric Att179 numeric Att180 numeric Att181 numeric Att182 numeric Att183 numeric Att184 numeric Att185 numeric Att186 numeric Att187 numeric Att188 numeric Att189 numeric Att190 numeric Att191 numeric Att192 numeric Att193 numeric Att194 numeric Att195 numeric Att196 numeric Att197 numeric Att198 numeric Att199 numeric Att200

(39512 more attributes)

Label1 SCUMBLE 0.0715 Label2 SCUMBLE 0.1736 Label3 SCUMBLE 0.0817 Label4 SCUMBLE 0.0541 Label5 SCUMBLE 0.0866 Label6 SCUMBLE 0.1238 Label7 SCUMBLE 0.1163 Label8 SCUMBLE 0.1024 Label9 SCUMBLE 0.1235 Label10 SCUMBLE 0.1096 Label11 SCUMBLE 0.5622 Label12 SCUMBLE 0.2614 Label13 SCUMBLE 0.1432 Label14 SCUMBLE 0.6114 Label15 SCUMBLE 0.0621 Label16 SCUMBLE 0 Label17 SCUMBLE 0 Label18 SCUMBLE 0.245 Label19 SCUMBLE 0.0682 Label20 SCUMBLE 0.5932 Label21 SCUMBLE 0.5288 Label22 SCUMBLE 0 Label23 SCUMBLE 0.2475 Label24 SCUMBLE 0.222 Label25 SCUMBLE 0.7172 Label26 SCUMBLE 0.8419 Label27 SCUMBLE 0.0566 Label28 SCUMBLE 0.1069 Label29 SCUMBLE 0.5575 Label30 SCUMBLE 0.0762 Label31 SCUMBLE 0.2317 Label32 SCUMBLE 0.6792 Label33 SCUMBLE 0.5661

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