rcv1sub4

mldr.datasets::get.mldr("rcv1sub4")

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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	6000
Attributes	47330
Inputs	47229
Labels	101
Labelsets	816
Single labelsets	491
Max frequency	950
Cardinality	2.4837
Density	0.0246
Mean IR	89.3713
SCUMBLE	0.2165
TCS	22.0823

Citation

Lewis, D. D.; Yang, Y.; Rose, T. G.; Li, F. (2004). RCV1: A new benchmark collection for text categorization research. In The Journal of Machine Learning Research, 5(), 361--397.

@article{,
  title="RCV1: A new benchmark collection for text categorization research",
  author="Lewis, D. D. and Yang, Y. and Rose, T. G. and Li, F.",
  journal="The Journal of Machine Learning Research",
  volume="5",
  pages="361--397",
  year="2004"
}

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

(47130 more attributes)

Class1 SCUMBLE 0.3959 Class2 SCUMBLE 0.4899 Class3 SCUMBLE 0.3952 Class4 SCUMBLE 0.5097 Class5 SCUMBLE 0.2024 Class6 SCUMBLE 0.229 Class7 SCUMBLE 0.3814 Class8 SCUMBLE 0.2203 Class9 SCUMBLE 0.4869 Class10 SCUMBLE 0.1739 Class11 SCUMBLE 0.459 Class12 SCUMBLE 0.3526 Class13 SCUMBLE 0.6598 Class14 SCUMBLE 0.5796 Class15 SCUMBLE 0.3743 Class16 SCUMBLE 0.3138 Class17 SCUMBLE 0.5995 Class18 SCUMBLE 0.5884 Class19 SCUMBLE 0.3965 Class20 SCUMBLE 0.6384 Class21 SCUMBLE 0.213 Class22 SCUMBLE 0.3382 Class23 SCUMBLE 0.284 Class24 SCUMBLE 0.5443 Class25 SCUMBLE 0.5231 Class26 SCUMBLE 0.8839 Class27 SCUMBLE 0.923 Class28 SCUMBLE 0.4683 Class29 SCUMBLE 0.7346 Class30 SCUMBLE 0.3366 Class31 SCUMBLE 0.4646 Class32 SCUMBLE 0.3832 Class33 SCUMBLE 0.4516 Class34 SCUMBLE 0.3493 Class35 SCUMBLE 0.4125 Class36 SCUMBLE 0.3127 Class37 SCUMBLE 0.498 Class38 SCUMBLE 0.491 Class39 SCUMBLE 0.5309 Class40 SCUMBLE 0.6146 Class41 SCUMBLE 0.4787 Class42 SCUMBLE 0.6529 Class43 SCUMBLE 0.8459 Class44 SCUMBLE 0.6303 Class45 SCUMBLE 0.3152 Class46 SCUMBLE 0.4053 Class47 SCUMBLE 0.3572 Class48 SCUMBLE 0.3978 Class49 SCUMBLE 0.5124 Class50 SCUMBLE 0.3787 Class51 SCUMBLE 0.6247 Class52 SCUMBLE 0.4851 Class53 SCUMBLE 0.6117 Class54 SCUMBLE 0.4398 Class55 SCUMBLE 0.5696 Class56 SCUMBLE 0.4275 Class57 SCUMBLE 0.6597 Class58 SCUMBLE 0.8355 Class59 SCUMBLE 0.5701 Class60 SCUMBLE 0.3688 Class61 SCUMBLE 0.4835 Class62 SCUMBLE 0.5818 Class63 SCUMBLE 0.6297 Class64 SCUMBLE 0.3421 Class65 SCUMBLE 0.4903 Class66 SCUMBLE 0.3642 Class67 SCUMBLE 0.6314 Class68 SCUMBLE 0.5856 Class69 SCUMBLE 0.5803 Class70 SCUMBLE 0.0487 Class71 SCUMBLE 0.3321 Class72 SCUMBLE 0.1968 Class73 SCUMBLE 0.1744 Class74 SCUMBLE 0.1993 Class75 SCUMBLE 0.1426 Class76 SCUMBLE 0.1253 Class77 SCUMBLE 0.3009 Class78 SCUMBLE 0.8184 Class79 SCUMBLE 0.6313 Class80 SCUMBLE 0.4838 Class81 SCUMBLE 0.9675 Class82 SCUMBLE 0.7159 Class83 SCUMBLE 0.7921 Class84 SCUMBLE 0.3731 Class85 SCUMBLE 0.6515 Class86 SCUMBLE 0.7433 Class87 SCUMBLE 0.7695 Class88 SCUMBLE 0.3766 Class89 SCUMBLE 0.874 Class90 SCUMBLE 0.3955 Class91 SCUMBLE 0.624 Class92 SCUMBLE 0.6759 Class93 SCUMBLE 0.8358 Class94 SCUMBLE 0.048 Class95 SCUMBLE 0.0438 Class96 SCUMBLE 0.0942 Class97 SCUMBLE 0.0731 Class98 SCUMBLE 0.1142 Class99 SCUMBLE 0.1363 Class100 SCUMBLE 0.1179 Class101 SCUMBLE 0.3451

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