bibtex - Cometa

bibtex

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

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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	7395
Attributes	1995
Inputs	1836
Labels	159
Labelsets	2856
Single labelsets	2199
Max frequency	471
Cardinality	2.4019
Density	0.0151
Mean IR	12.4983
SCUMBLE	0.0938
TCS	20.5414

Citation

Katakis, I.; Tsoumakas, G.; Vlahavas, I. (2008). Multilabel Text Classification for Automated Tag Suggestion. In Proc. ECML PKDD08 Discovery Challenge, Antwerp, Belgium, 75-83.

@inproceedings{,
  author = "Katakis, I. and Tsoumakas, G. and Vlahavas, I.",
  title = "Multilabel Text Classification for Automated Tag Suggestion",
  booktitle = "Proc. ECML PKDD08 Discovery Challenge, Antwerp, Belgium",
  pages = "75-83",
  year = "2008"
}

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

binary 0 binary 000 binary 02 binary 05 binary 06 binary 1 binary 10 binary 100 binary 11 binary 12 binary 13 binary 14 binary 15 binary 16 binary 17 binary 18 binary 1997 binary 1998 binary 1999 binary 2 binary 20 binary 2000 binary 2001 binary 2002 binary 2003 binary 2004 binary 2005 binary 2006 binary 2007 binary 24 binary 25 binary 3 binary 30 binary 4 binary 40 binary 5 binary 50 binary 6 binary 60 binary 7 binary 8 binary 9 binary 95 binary 98 binary a binary ab binary ability binary able binary about binary above binary absence binary abstract binary academic binary access binary accessible binary according binary account binary accuracy binary accurate binary achieve binary achieved binary acid binary acids binary acm binary acquisition binary across binary act binary action binary activation binary active binary activities binary activity binary actual binary adaptation binary adapted binary adaptive binary added binary addition binary additional binary address binary addressed binary addresses binary advanced binary advances binary advantage binary advantages binary affect binary affected binary affinity binary after binary against binary age binary agent binary agents binary agreement binary aim binary aims binary al binary algorithm binary algorithms binary all binary allow binary allowed binary allowing binary allows binary almost binary along binary alpha binary already binary als binary also binary alternative binary although binary always binary am binary american binary amino binary among binary amount binary amounts binary amperometric binary an binary analyse binary analyses binary analysis binary analytical binary analyze binary analyzed binary analyzing binary and binary annotation binary annual binary another binary answer binary anti binary antibodies binary antibody binary antigen binary any binary apo binary apob binary apolipoprotein binary apparent binary appear binary appears binary applicable binary application binary applications binary applied binary apply binary applying binary approach binary approaches binary appropriate binary approximate binary approximately binary approximation binary aqueous binary arbitrary binary architecture binary architectures binary are binary area binary areas binary argue binary argued binary arguments binary arise binary around binary art binary article binary articles binary artificial binary as binary aspect binary aspects binary assay binary assays binary assess binary assessed binary assessment binary associated binary association binary assumption binary assumptions binary at binary atomic binary atoms binary attempt binary attention binary attractive binary auch binary auf binary author binary authors binary automated binary automatic binary automatically binary automation binary availability

(1795 more attributes)

TAG_2005 SCUMBLE 0.0569 TAG_2006 SCUMBLE 0.0613 TAG_2007 SCUMBLE 0.0441 TAG_agdetection SCUMBLE 0.0825 TAG_algorithms SCUMBLE 0.1297 TAG_amperometry SCUMBLE 0.0812 TAG_analysis SCUMBLE 0.1107 TAG_and SCUMBLE 0.0396 TAG_annotation SCUMBLE 0.0726 TAG_antibody SCUMBLE 0.0808 TAG_apob SCUMBLE 0.1057 TAG_architecture SCUMBLE 0.1204 TAG_article SCUMBLE 0.0689 TAG_bettasplendens SCUMBLE 0.0024 TAG_bibteximport SCUMBLE 0.0235 TAG_book SCUMBLE 0.0273 TAG_children SCUMBLE 0.0257 TAG_classification SCUMBLE 0.0965 TAG_clustering SCUMBLE 0.0588 TAG_cognition SCUMBLE 0.0675 TAG_collaboration SCUMBLE 0.0884 TAG_collaborative SCUMBLE 0.0578 TAG_community SCUMBLE 0.047 TAG_competition SCUMBLE 0.1037 TAG_complex SCUMBLE 0.2431 TAG_complexity SCUMBLE 0.1221 TAG_compounds SCUMBLE 0.0284 TAG_computer SCUMBLE 0.0839 TAG_computing SCUMBLE 0.054 TAG_concept SCUMBLE 0.1061 TAG_context SCUMBLE 0.0572 TAG_cortex SCUMBLE 0.0193 TAG_critical SCUMBLE 0.2547 TAG_data SCUMBLE 0.1008 TAG_datamining SCUMBLE 0.0817 TAG_date SCUMBLE 0.0404 TAG_design SCUMBLE 0.1187 TAG_development SCUMBLE 0.1496 TAG_diffusion SCUMBLE 0.1385 TAG_diplomathesis SCUMBLE 0.0691 TAG_disability SCUMBLE 0.1075 TAG_dynamics SCUMBLE 0.2156 TAG_education SCUMBLE 0.0665 TAG_elearning SCUMBLE 0.0678 TAG_electrochemistry SCUMBLE 0.0705 TAG_elisa SCUMBLE 0.1897 TAG_empirical SCUMBLE 0.1815 TAG_energy SCUMBLE 0.1661 TAG_engineering SCUMBLE 0.1322 TAG_epitope SCUMBLE 0.0731 TAG_equation SCUMBLE 0.3275 TAG_evaluation SCUMBLE 0.0525 TAG_evolution SCUMBLE 0.1095 TAG_fca SCUMBLE 0.117 TAG_folksonomy SCUMBLE 0.065 TAG_formal SCUMBLE 0.0958 TAG_fornepomuk SCUMBLE 0.078 TAG_games SCUMBLE 0.1587 TAG_granular SCUMBLE 0.2318 TAG_graph SCUMBLE 0.0976 TAG_hci SCUMBLE 0.0639 TAG_homogeneous SCUMBLE 0.0963 TAG_imaging SCUMBLE 0.0231 TAG_immunoassay SCUMBLE 0.091 TAG_immunoelectrode SCUMBLE 0.1142 TAG_immunosensor SCUMBLE 0.0907 TAG_information SCUMBLE 0.0671 TAG_informationretrieval SCUMBLE 0.0523 TAG_kaldesignresearch SCUMBLE 0.1044 TAG_kinetic SCUMBLE 0.153 TAG_knowledge SCUMBLE 0.082 TAG_knowledgemanagement SCUMBLE 0.038 TAG_langen SCUMBLE 0.0589 TAG_language SCUMBLE 0.0748 TAG_ldl SCUMBLE 0.1437 TAG_learning SCUMBLE 0.1375 TAG_liposome SCUMBLE 0.0983 TAG_litreview SCUMBLE 0.0347 TAG_logic SCUMBLE 0.0915 TAG_maintenance SCUMBLE 0.2044 TAG_management SCUMBLE 0.0549 TAG_mapping SCUMBLE 0.0798 TAG_marotzkiwinfried SCUMBLE 0.0136 TAG_mathematics SCUMBLE 0.073 TAG_mathgamespatterns SCUMBLE 0.1096 TAG_methodology SCUMBLE 0.0636 TAG_metrics SCUMBLE 0.2063 TAG_mining SCUMBLE 0.0852 TAG_model SCUMBLE 0.1721 TAG_modeling SCUMBLE 0.0783 TAG_models SCUMBLE 0.1751 TAG_molecular SCUMBLE 0.2398 TAG_montecarlo SCUMBLE 0.3238 TAG_myown SCUMBLE 0.089 TAG_narrative SCUMBLE 0.1036 TAG_nepomuk SCUMBLE 0.0846 TAG_network SCUMBLE 0.1164 TAG_networks SCUMBLE 0.1262 TAG_nlp SCUMBLE 0.064 TAG_nonequilibrium SCUMBLE 0.3178 TAG_notag SCUMBLE 0.0183 TAG_objectoriented SCUMBLE 0.1075 TAG_of SCUMBLE 0.1174 TAG_ontologies SCUMBLE 0.0933 TAG_ontology SCUMBLE 0.0869 TAG_pattern SCUMBLE 0.1947 TAG_patterns SCUMBLE 0.1263 TAG_phase SCUMBLE 0.2668 TAG_physics SCUMBLE 0.0799 TAG_process SCUMBLE 0.2138 TAG_programming SCUMBLE 0.0681 TAG_prolearn SCUMBLE 0.014 TAG_psycholinguistics SCUMBLE 0.0281 TAG_quantum SCUMBLE 0.1611 TAG_random SCUMBLE 0.2829 TAG_rdf SCUMBLE 0.1149 TAG_representation SCUMBLE 0.1539 TAG_requirements SCUMBLE 0.0646 TAG_research SCUMBLE 0.0457 TAG_review SCUMBLE 0.0447 TAG_science SCUMBLE 0.0485 TAG_search SCUMBLE 0.0752 TAG_semantic SCUMBLE 0.101 TAG_semantics SCUMBLE 0.0794 TAG_semanticweb SCUMBLE 0.079 TAG_sequence SCUMBLE 0.2198 TAG_simulation SCUMBLE 0.1875 TAG_simulations SCUMBLE 0.2713 TAG_sna SCUMBLE 0.1032 TAG_social SCUMBLE 0.0903 TAG_socialnets SCUMBLE 0.0648 TAG_software SCUMBLE 0.1698 TAG_spin SCUMBLE 0.3042 TAG_statistics SCUMBLE 0.1531 TAG_statphys23 SCUMBLE 0.3412 TAG_structure SCUMBLE 0.1289 TAG_survey SCUMBLE 0.1409 TAG_system SCUMBLE 0.1924 TAG_systems SCUMBLE 0.192 TAG_tagging SCUMBLE 0.0598 TAG_technology SCUMBLE 0.0955 TAG_theory SCUMBLE 0.1548 TAG_topic1 SCUMBLE 0.3736 TAG_topic10 SCUMBLE 0.3223 TAG_topic11 SCUMBLE 0.2864 TAG_topic2 SCUMBLE 0.3391 TAG_topic3 SCUMBLE 0.3189 TAG_topic4 SCUMBLE 0.4296 TAG_topic6 SCUMBLE 0.4271 TAG_topic7 SCUMBLE 0.3398 TAG_topic8 SCUMBLE 0.3872 TAG_topic9 SCUMBLE 0.3588 TAG_toread SCUMBLE 0.057 TAG_transition SCUMBLE 0.274 TAG_visual SCUMBLE 0.0402 TAG_visualization SCUMBLE 0.0615 TAG_web SCUMBLE 0.0894 TAG_web20 SCUMBLE 0.0622 TAG_wiki SCUMBLE 0.127

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