bookmarks

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

Download Download

Select your download

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	87856
Attributes	2358
Inputs	2150
Labels	208
Labelsets	18716
Single labelsets	14971
Max frequency	6087
Cardinality	2.0281
Density	0.0098
Mean IR	12.308
SCUMBLE	0.0597
TCS	22.8479

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 a binary aber binary ability binary absolutely binary abstract binary academic binary accept binary accepted binary access binary accessible binary account binary accounts binary achieve binary act binary action binary actions binary active binary activities binary activity binary actual binary add binary added binary adding binary addition binary additional binary address binary addresses binary adds binary administration binary adobe binary ads binary advance binary advanced binary advantage binary advertise binary advertisement binary advertising binary advice binary africa binary age binary agent binary ago binary agree binary agreement binary ahead binary aim binary air binary ais binary ajax binary aktuelle binary alap binary album binary alert binary alerts binary alle binary allen binary alles binary allowed binary allowing binary als binary alternative binary amazing binary amazon binary america binary american binary amount binary analysis binary and binary andere binary anderen binary andrew binary animals binary animation binary announced binary annual binary anonymous binary answer binary answers binary anti binary apache binary api binary apis binary app binary appears binary apple binary application binary applications binary applied binary apply binary approach binary approaches binary apps binary apr binary april binary architecture binary archiv binary archive binary archives binary area binary areas binary aren binary argument binary art binary article binary articles binary artikel binary artists binary arts binary asked binary asp binary aspect binary aspects binary association binary assume binary atom binary attempt binary attention binary auch binary audience binary audio binary auf binary aug binary august binary aus binary australia binary aut binary author binary authors binary auto binary automatic binary automatically binary autoplaying binary average binary avoid binary award binary awards binary aware binary baby binary back binary background binary bad binary ban binary band binary bank binary bar binary base binary based binary basic binary basically binary basis binary beat binary beautiful binary began binary begin binary beginning binary behavior binary bei binary beim binary beispiel binary ben binary benefit binary benefits binary ber binary bereits binary berlin binary beta binary bev binary big binary biggest binary bill binary bin binary bis binary bit binary bitte binary black binary block binary blog binary blogger binary blogging binary blogs binary blue binary board binary bob binary body binary book binary bookmark binary bookmarks binary books binary bottom binary bought binary box binary boy binary brain binary brand binary break binary breaking binary bring binary brings binary british binary broadcast

(2158 more attributes)

TAG_20 SCUMBLE 0.2323 TAG_academic SCUMBLE 0.1089 TAG_ajax SCUMBLE 0.1314 TAG_all SCUMBLE 0.0973 TAG_allgemein SCUMBLE 0.0168 TAG_api SCUMBLE 0.1926 TAG_apple SCUMBLE 0.1897 TAG_art SCUMBLE 0.0721 TAG_artery SCUMBLE 0.0904 TAG_article SCUMBLE 0.0653 TAG_audio SCUMBLE 0.1914 TAG_bibliography SCUMBLE 0.1606 TAG_bibliothek SCUMBLE 0.1473 TAG_blog SCUMBLE 0.1397 TAG_blogging SCUMBLE 0.1328 TAG_blogs SCUMBLE 0.0882 TAG_book SCUMBLE 0.15 TAG_bookmarking SCUMBLE 0.2031 TAG_bookmarks SCUMBLE 0.125 TAG_bookmarkstoolbarfolder SCUMBLE 0.0442 TAG_books SCUMBLE 0.0301 TAG_business SCUMBLE 0.1518 TAG_c SCUMBLE 0.1706 TAG_cardiology SCUMBLE 0.0901 TAG_cardiovascular SCUMBLE 0.0893 TAG_clinical SCUMBLE 0.1832 TAG_cms SCUMBLE 0.1704 TAG_code SCUMBLE 0.1864 TAG_collaboration SCUMBLE 0.1556 TAG_community SCUMBLE 0.1161 TAG_computer SCUMBLE 0.1185 TAG_computing SCUMBLE 0.131 TAG_conference SCUMBLE 0.1018 TAG_conferences SCUMBLE 0.0897 TAG_cool SCUMBLE 0.2135 TAG_coronary SCUMBLE 0.0872 TAG_css SCUMBLE 0.0919 TAG_culture SCUMBLE 0.1103 TAG_data SCUMBLE 0.1476 TAG_database SCUMBLE 0.1625 TAG_delicious SCUMBLE 0.1091 TAG_design SCUMBLE 0.1248 TAG_develop SCUMBLE 0.1655 TAG_development SCUMBLE 0.1523 TAG_digital SCUMBLE 0.1826 TAG_disease SCUMBLE 0.0881 TAG_download SCUMBLE 0.0906 TAG_eclipse SCUMBLE 0.1432 TAG_education SCUMBLE 0.0998 TAG_elearning SCUMBLE 0.1245 TAG_email SCUMBLE 0.1597 TAG_essays SCUMBLE 0.1393 TAG_eu SCUMBLE 0.0674 TAG_film SCUMBLE 0.0873 TAG_filmsiveseenrecently SCUMBLE 0.0827 TAG_finance SCUMBLE 0.0928 TAG_financeeconomicsmanagement SCUMBLE 0.0157 TAG_firefox SCUMBLE 0.0623 TAG_flash SCUMBLE 0.1227 TAG_flickr SCUMBLE 0.0645 TAG_folksonomy SCUMBLE 0.1296 TAG_free SCUMBLE 0.1543 TAG_freeware SCUMBLE 0.2034 TAG_fun SCUMBLE 0.112 TAG_funny SCUMBLE 0.131 TAG_games SCUMBLE 0.0804 TAG_germany SCUMBLE 0.1283 TAG_google SCUMBLE 0.1014 TAG_graphics SCUMBLE 0.1356 TAG_guide SCUMBLE 0.1402 TAG_hardware SCUMBLE 0.1008 TAG_health SCUMBLE 0.029 TAG_history SCUMBLE 0.0726 TAG_homepage SCUMBLE 0.0291 TAG_hospital SCUMBLE 0.0034 TAG_howto SCUMBLE 0.1235 TAG_html SCUMBLE 0.1287 TAG_humor SCUMBLE 0.0778 TAG_hungarian SCUMBLE 0.0037 TAG_image SCUMBLE 0.1292 TAG_images SCUMBLE 0.1036 TAG_inflammation SCUMBLE 0.0638 TAG_informatik SCUMBLE 0.1748 TAG_information SCUMBLE 0.1265 TAG_informationandknowledgemanagement SCUMBLE 0.046 TAG_informationretrieval SCUMBLE 0.1267 TAG_internet SCUMBLE 0.1289 TAG_java SCUMBLE 0.1324 TAG_javascript SCUMBLE 0.1101 TAG_journal SCUMBLE 0.0244 TAG_journals SCUMBLE 0.1347 TAG_knowledge SCUMBLE 0.1633 TAG_kultur SCUMBLE 0.0453 TAG_langde SCUMBLE 0.1689 TAG_langen SCUMBLE 0.1456 TAG_language SCUMBLE 0.1353 TAG_latex SCUMBLE 0.1053 TAG_learning SCUMBLE 0.0989 TAG_library SCUMBLE 0.1209 TAG_links SCUMBLE 0.138 TAG_linux SCUMBLE 0.1169 TAG_literature SCUMBLE 0.1035 TAG_lw1 SCUMBLE 0.2413 TAG_mac SCUMBLE 0.1467 TAG_management SCUMBLE 0.1347 TAG_maps SCUMBLE 0.1253 TAG_marketing SCUMBLE 0.203 TAG_math SCUMBLE 0.1465 TAG_media SCUMBLE 0.1026 TAG_medical SCUMBLE 0.0355 TAG_medicine SCUMBLE 0.1053 TAG_metadata SCUMBLE 0.1662 TAG_microsoft SCUMBLE 0.1159 TAG_mobile SCUMBLE 0.1172 TAG_mp3 SCUMBLE 0.1893 TAG_music SCUMBLE 0.086 TAG_naturallanguageprocessing SCUMBLE 0.1133 TAG_netscapebookmarks SCUMBLE 0.0448 TAG_network SCUMBLE 0.1243 TAG_news SCUMBLE 0.0837 TAG_ofolio SCUMBLE 0.0313 TAG_online SCUMBLE 0.1331 TAG_onlinejournalismus SCUMBLE 0.0734 TAG_ontology SCUMBLE 0.0968 TAG_opensource SCUMBLE 0.1746 TAG_organisations SCUMBLE 0.1937 TAG_osx SCUMBLE 0.197 TAG_paddling SCUMBLE 0.0095 TAG_paper SCUMBLE 0.1241 TAG_pdf SCUMBLE 0.1596 TAG_people SCUMBLE 0.0963 TAG_personaltoolbarfolder SCUMBLE 0.024 TAG_photo SCUMBLE 0.1506 TAG_photography SCUMBLE 0.0844 TAG_photos SCUMBLE 0.0598 TAG_php SCUMBLE 0.1102 TAG_politics SCUMBLE 0.0815 TAG_politicssocietyenvironment SCUMBLE 0.012 TAG_programming SCUMBLE 0.1443 TAG_project SCUMBLE 0.1777 TAG_publications SCUMBLE 0.19 TAG_python SCUMBLE 0.1161 TAG_radio SCUMBLE 0.1075 TAG_rdf SCUMBLE 0.1248 TAG_recept SCUMBLE 0.0111 TAG_recipe SCUMBLE 0.0165 TAG_reference SCUMBLE 0.1463 TAG_research SCUMBLE 0.1472 TAG_researchandscience SCUMBLE 0.0127 TAG_resources SCUMBLE 0.0878 TAG_rss SCUMBLE 0.0704 TAG_rssfeedek SCUMBLE 0.0039 TAG_safariexport SCUMBLE 0.0737 TAG_science SCUMBLE 0.0852 TAG_scienze SCUMBLE 0.0584 TAG_search SCUMBLE 0.1521 TAG_searchengine SCUMBLE 0.1728 TAG_searchengines SCUMBLE 0.2014 TAG_security SCUMBLE 0.1085 TAG_semantic SCUMBLE 0.173 TAG_semanticweb SCUMBLE 0.142 TAG_semweb SCUMBLE 0.2094 TAG_service SCUMBLE 0.1756 TAG_shipyard SCUMBLE 0.0004 TAG_shop SCUMBLE 0.0128 TAG_social SCUMBLE 0.1391 TAG_socialbookmarking SCUMBLE 0.2102 TAG_socialbookmarks SCUMBLE 0.1533 TAG_socialnetworking SCUMBLE 0.1376 TAG_socialsoftware SCUMBLE 0.1428 TAG_software SCUMBLE 0.2046 TAG_space SCUMBLE 0.1447 TAG_speech SCUMBLE 0.2403 TAG_sports SCUMBLE 0.022 TAG_statistics SCUMBLE 0.1152 TAG_tagging SCUMBLE 0.147 TAG_tags SCUMBLE 0.1592 TAG_tech SCUMBLE 0.1694 TAG_technology SCUMBLE 0.0961 TAG_theory SCUMBLE 0.1064 TAG_tips SCUMBLE 0.1322 TAG_tool SCUMBLE 0.1476 TAG_tools SCUMBLE 0.1885 TAG_toread SCUMBLE 0.091 TAG_travel SCUMBLE 0.0329 TAG_ttt SCUMBLE 0.0207 TAG_tutorial SCUMBLE 0.0977 TAG_tutorials SCUMBLE 0.1404 TAG_ubuntu SCUMBLE 0.1754 TAG_uni SCUMBLE 0.0809 TAG_usability SCUMBLE 0.1914 TAG_v0801 SCUMBLE 0.1498 TAG_video SCUMBLE 0.0326 TAG_visualarts SCUMBLE 0.1522 TAG_visualization SCUMBLE 0.1278 TAG_w3c SCUMBLE 0.1876 TAG_watersports SCUMBLE 0.0093 TAG_web SCUMBLE 0.1923 TAG_web20 SCUMBLE 0.1779 TAG_webdesign SCUMBLE 0.113 TAG_webdev SCUMBLE 0.1739 TAG_webservice SCUMBLE 0.1139 TAG_wiki SCUMBLE 0.1012 TAG_wikipedia SCUMBLE 0.0766 TAG_windows SCUMBLE 0.1417 TAG_writing SCUMBLE 0.1788 TAG_xml SCUMBLE 0.1074 TAG_yahoo SCUMBLE 0.1306

Download this metadata in a machine-friendly format (JSON)