rcv1sub5

mldr.datasets::get.mldr("rcv1sub5")

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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	47336
Inputs	47235
Labels	101
Labelsets	946
Single labelsets	586
Max frequency	526
Cardinality	2.6415
Density	0.0262
Mean IR	69.6815
SCUMBLE	0.2381
TCS	22.2303

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

(47136 more attributes)

Class1 SCUMBLE 0.4723 Class2 SCUMBLE 0.4548 Class3 SCUMBLE 0.4104 Class4 SCUMBLE 0.2938 Class5 SCUMBLE 0.2339 Class6 SCUMBLE 0.2457 Class7 SCUMBLE 0.4895 Class8 SCUMBLE 0.2209 Class9 SCUMBLE 0.6857 Class10 SCUMBLE 0.3768 Class11 SCUMBLE 0.368 Class12 SCUMBLE 0.3878 Class13 SCUMBLE 0.5671 Class14 SCUMBLE 0.5418 Class15 SCUMBLE 0.344 Class16 SCUMBLE 0.3237 Class17 SCUMBLE 0.5012 Class18 SCUMBLE 0.5932 Class19 SCUMBLE 0.4171 Class20 SCUMBLE 0.5439 Class21 SCUMBLE 0.5417 Class22 SCUMBLE 0.4255 Class23 SCUMBLE 0.2591 Class24 SCUMBLE 0.4804 Class25 SCUMBLE 0.3327 Class26 SCUMBLE 0.8187 Class27 SCUMBLE 0.4885 Class28 SCUMBLE 0.5023 Class29 SCUMBLE 0.6836 Class30 SCUMBLE 0.4616 Class31 SCUMBLE 0.596 Class32 SCUMBLE 0.5959 Class33 SCUMBLE 0.5193 Class34 SCUMBLE 0.337 Class35 SCUMBLE 0.4266 Class36 SCUMBLE 0.3455 Class37 SCUMBLE 0.5524 Class38 SCUMBLE 0.5627 Class39 SCUMBLE 0.597 Class40 SCUMBLE 0.8347 Class41 SCUMBLE 0.4853 Class42 SCUMBLE 0.6094 Class43 SCUMBLE 0.3696 Class44 SCUMBLE 0.545 Class45 SCUMBLE 0.3894 Class46 SCUMBLE 0.4042 Class47 SCUMBLE 0.3774 Class48 SCUMBLE 0.601 Class49 SCUMBLE 0.3794 Class50 SCUMBLE 0.5258 Class51 SCUMBLE 0.5827 Class52 SCUMBLE 0.5487 Class53 SCUMBLE 0.6057 Class54 SCUMBLE 0.4706 Class55 SCUMBLE 0.5967 Class56 SCUMBLE 0.493 Class57 SCUMBLE 0.5439 Class58 SCUMBLE 0.5929 Class59 SCUMBLE 0.7515 Class60 SCUMBLE 0.42 Class61 SCUMBLE 0.3867 Class62 SCUMBLE 0.5454 Class63 SCUMBLE 0.3971 Class64 SCUMBLE 0.5474 Class65 SCUMBLE 0.4936 Class66 SCUMBLE 0.5391 Class67 SCUMBLE 0.8957 Class68 SCUMBLE 0.5496 Class69 SCUMBLE 0.441 Class70 SCUMBLE 0.9429 Class71 SCUMBLE 0.2868 Class72 SCUMBLE 0.3385 Class73 SCUMBLE 0.3437 Class74 SCUMBLE 0.3068 Class75 SCUMBLE 0.5348 Class76 SCUMBLE 0.6891 Class77 SCUMBLE 0.423 Class78 SCUMBLE 0.8506 Class79 SCUMBLE 0.3745 Class80 SCUMBLE 0.4827 Class81 SCUMBLE 0.6331 Class82 SCUMBLE 0.7521 Class83 SCUMBLE 0.057 Class84 SCUMBLE 0.2042 Class85 SCUMBLE 0.0966 Class86 SCUMBLE 0.0755 Class87 SCUMBLE 0.1151 Class88 SCUMBLE 0.1106 Class89 SCUMBLE 0.1799 Class90 SCUMBLE 0.2381 Class91 SCUMBLE 0.5433 Class92 SCUMBLE 0.7152 Class93 SCUMBLE 0.88 Class94 SCUMBLE 0.0309 Class95 SCUMBLE 0.0285 Class96 SCUMBLE 0.0872 Class97 SCUMBLE 0.0635 Class98 SCUMBLE 0.1068 Class99 SCUMBLE 0.1317 Class100 SCUMBLE 0.1088 Class101 SCUMBLE 0.4419

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