rcv1sub3

mldr.datasets::get.mldr("rcv1sub3")

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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	939
Single labelsets	591
Max frequency	635
Cardinality	2.6142
Density	0.0259
Mean IR	68.3326
SCUMBLE	0.2075
TCS	22.2228

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 0.2817 Class2 SCUMBLE 0.2884 Class3 SCUMBLE 0.3639 Class4 SCUMBLE 0.4645 Class5 SCUMBLE 0.1997 Class6 SCUMBLE 0.2167 Class7 SCUMBLE 0.5215 Class8 SCUMBLE 0.2064 Class9 SCUMBLE 0.3909 Class10 SCUMBLE 0.4252 Class11 SCUMBLE 0.3985 Class12 SCUMBLE 0.4883 Class13 SCUMBLE 0.6934 Class14 SCUMBLE 0.4946 Class15 SCUMBLE 0.3184 Class16 SCUMBLE 0.3052 Class17 SCUMBLE 0.4881 Class18 SCUMBLE 0.454 Class19 SCUMBLE 0.3711 Class20 SCUMBLE 0.1959 Class21 SCUMBLE 0.4584 Class22 SCUMBLE 0.3297 Class23 SCUMBLE 0.3924 Class24 SCUMBLE 0.4541 Class25 SCUMBLE 0.4646 Class26 SCUMBLE 0.7541 Class27 SCUMBLE 0.6508 Class28 SCUMBLE 0.5218 Class29 SCUMBLE 0.7708 Class30 SCUMBLE 0.5928 Class31 SCUMBLE 0.2251 Class32 SCUMBLE 0.306 Class33 SCUMBLE 0.2046 Class34 SCUMBLE 0.3131 Class35 SCUMBLE 0.5231 Class36 SCUMBLE 0.3398 Class37 SCUMBLE 0.7365 Class38 SCUMBLE 0.4123 Class39 SCUMBLE 0.4252 Class40 SCUMBLE 0.4682 Class41 SCUMBLE 0.628 Class42 SCUMBLE 0.4563 Class43 SCUMBLE 0.6338 Class44 SCUMBLE 0.6813 Class45 SCUMBLE 0.2056 Class46 SCUMBLE 0.3054 Class47 SCUMBLE 0.2971 Class48 SCUMBLE 0.5272 Class49 SCUMBLE 0.635 Class50 SCUMBLE 0.6624 Class51 SCUMBLE 0.4946 Class52 SCUMBLE 0.4461 Class53 SCUMBLE 0.6446 Class54 SCUMBLE 0.421 Class55 SCUMBLE 0.5673 Class56 SCUMBLE 0.42 Class57 SCUMBLE 0.3108 Class58 SCUMBLE 0.3448 Class59 SCUMBLE 0.4631 Class60 SCUMBLE 0.3239 Class61 SCUMBLE 0.4606 Class62 SCUMBLE 0.5641 Class63 SCUMBLE 0.5235 Class64 SCUMBLE 0.6548 Class65 SCUMBLE 0.4591 Class66 SCUMBLE 0.4119 Class67 SCUMBLE 0.9449 Class68 SCUMBLE 0.6744 Class69 SCUMBLE 0.5823 Class70 SCUMBLE 0.2982 Class71 SCUMBLE 0.3326 Class72 SCUMBLE 0.3329 Class73 SCUMBLE 0.4725 Class74 SCUMBLE 0.243 Class75 SCUMBLE 0.5728 Class76 SCUMBLE 0.3528 Class77 SCUMBLE 0.4458 Class78 SCUMBLE 0.6004 Class79 SCUMBLE 0.539 Class80 SCUMBLE 0.1355 Class81 SCUMBLE 0.0666 Class82 SCUMBLE 0.0731 Class83 SCUMBLE 0.0835 Class84 SCUMBLE 0.2268 Class85 SCUMBLE 0.1243 Class86 SCUMBLE 0.1096 Class87 SCUMBLE 0.2564 Class88 SCUMBLE 0.3403 Class89 SCUMBLE 0.9314 Class90 SCUMBLE 0.3044 Class91 SCUMBLE 0.597 Class92 SCUMBLE 0.6604 Class93 SCUMBLE 0.7058 Class94 SCUMBLE 0.0313 Class95 SCUMBLE 0.0301 Class96 SCUMBLE 0.087 Class97 SCUMBLE 0.0769 Class98 SCUMBLE 0.0858 Class99 SCUMBLE 0.1331 Class100 SCUMBLE 0.1068 Class101 SCUMBLE 0.3667

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