rcv1sub1

mldr.datasets::get.mldr("rcv1sub1")

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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	47337
Inputs	47236
Labels	101
Labelsets	1028
Single labelsets	657
Max frequency	246
Cardinality	2.8797
Density	0.0285
Mean IR	54.4923
SCUMBLE	0.2237
TCS	22.3134

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

(47137 more attributes)

Class1 SCUMBLE 0.4073 Class2 SCUMBLE 0.3913 Class3 SCUMBLE 0.3488 Class4 SCUMBLE 0.1486 Class5 SCUMBLE 0.1629 Class6 SCUMBLE 0.158 Class7 SCUMBLE 0.1847 Class8 SCUMBLE 0.2364 Class9 SCUMBLE 0.3533 Class10 SCUMBLE 0.3423 Class11 SCUMBLE 0.33 Class12 SCUMBLE 0.4667 Class13 SCUMBLE 0.6668 Class14 SCUMBLE 0.2761 Class15 SCUMBLE 0.2828 Class16 SCUMBLE 0.2894 Class17 SCUMBLE 0.48 Class18 SCUMBLE 0.4204 Class19 SCUMBLE 0.4286 Class20 SCUMBLE 0.6507 Class21 SCUMBLE 0.4279 Class22 SCUMBLE 0.3497 Class23 SCUMBLE 0.4155 Class24 SCUMBLE 0.5281 Class25 SCUMBLE 0.6494 Class26 SCUMBLE 0.7363 Class27 SCUMBLE 0.5138 Class28 SCUMBLE 0.5203 Class29 SCUMBLE 0.7418 Class30 SCUMBLE 0.4515 Class31 SCUMBLE 0.4535 Class32 SCUMBLE 0.4553 Class33 SCUMBLE 0.295 Class34 SCUMBLE 0.324 Class35 SCUMBLE 0.2606 Class36 SCUMBLE 0.309 Class37 SCUMBLE 0.44 Class38 SCUMBLE 0.4809 Class39 SCUMBLE 0.5127 Class40 SCUMBLE 0.6333 Class41 SCUMBLE 0.7455 Class42 SCUMBLE 0.8457 Class43 SCUMBLE 0.7617 Class44 SCUMBLE 0.1582 Class45 SCUMBLE 0.2024 Class46 SCUMBLE 0.1532 Class47 SCUMBLE 0.2043 Class48 SCUMBLE 0.645 Class49 SCUMBLE 0.6649 Class50 SCUMBLE 0.8592 Class51 SCUMBLE 0.4154 Class52 SCUMBLE 0.4613 Class53 SCUMBLE 0.3396 Class54 SCUMBLE 0.393 Class55 SCUMBLE 0.3572 Class56 SCUMBLE 0.3911 Class57 SCUMBLE 0.6242 Class58 SCUMBLE 0.5811 Class59 SCUMBLE 0.2667 Class60 SCUMBLE 0.3328 Class61 SCUMBLE 0.4995 Class62 SCUMBLE 0.6252 Class63 SCUMBLE 0.651 Class64 SCUMBLE 0.4442 Class65 SCUMBLE 0.4403 Class66 SCUMBLE 0.6998 Class67 SCUMBLE 0.7858 Class68 SCUMBLE 0.6089 Class69 SCUMBLE 0.5838 Class70 SCUMBLE 0.3161 Class71 SCUMBLE 0.3389 Class72 SCUMBLE 0.3229 Class73 SCUMBLE 0.2858 Class74 SCUMBLE 0.3314 Class75 SCUMBLE 0.5002 Class76 SCUMBLE 0.495 Class77 SCUMBLE 0.5194 Class78 SCUMBLE 0.6039 Class79 SCUMBLE 0.4212 Class80 SCUMBLE 0.5053 Class81 SCUMBLE 0.8609 Class82 SCUMBLE 0.6872 Class83 SCUMBLE 0.2618 Class84 SCUMBLE 0.2988 Class85 SCUMBLE 0.6259 Class86 SCUMBLE 0.6188 Class87 SCUMBLE 0.2942 Class88 SCUMBLE 0.3604 Class89 SCUMBLE 0.3154 Class90 SCUMBLE 0.3009 Class91 SCUMBLE 0.4971 Class92 SCUMBLE 0.5495 Class93 SCUMBLE 0.0275 Class94 SCUMBLE 0.0332 Class95 SCUMBLE 0.0341 Class96 SCUMBLE 0.0467 Class97 SCUMBLE 0.0483 Class98 SCUMBLE 0.0753 Class99 SCUMBLE 0.1313 Class100 SCUMBLE 0.1298 Class101 SCUMBLE 0.457

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