{"id":81,"date":"2010-03-09T22:13:49","date_gmt":"2010-03-09T22:13:49","guid":{"rendered":"http:\/\/users.aber.ac.uk\/rkj\/test2\/?page_id=81"},"modified":"2012-08-02T10:32:41","modified_gmt":"2012-08-02T10:32:41","slug":"datasets","status":"publish","type":"page","link":"https:\/\/users.aber.ac.uk\/rkj\/site\/research\/datasets\/","title":{"rendered":"Datasets"},"content":{"rendered":"

\nThis is a collection of datasets used in some of my feature selection experimentation. Many of these datasets come from the UCI Machine Learning Repository<\/a>. The decision attribute is always the final column in the dataset.\n<\/p>\n


\nCrisp Datasets<\/b>
\nThese datasets contain discrete values only:<\/p>\n

Breast cancer<\/a>
\nCorral<\/a>
\nCredit<\/a>
\nDerm<\/a>
\nDerm2<\/a>
\nDNA<\/a>
\nExactly<\/a>
\nExactly2<\/a>
\nHeart<\/a>
\n LED<\/a>
\nLetters<\/a>
\nLung<\/a>
\nM-OF-N<\/a>
\nMonk3<\/a>
\nMushroom<\/a>
\nParity5+2<\/a>
\nParity5+5<\/a>
\nVote<\/a>
\nWebsite classification<\/a>
\nDiscretized Water Treatment<\/a>\n<\/p>\n

Real-valued Datasets<\/b>
\nThese datasets contain real-valued attributes:<\/p>\n

Abalone<\/a>
\nArrhythmia<\/a>
\nCaco<\/a>
\nFruit<\/a>
\nFUZZIEEE example<\/a>
\nGlass<\/a>
\nIonosphere<\/a>
\nIris<\/a>
\nIsolet<\/a>
\nVehicle<\/a>
\nWater Treatment<\/a>
\nWaveform<\/a>
\nWebsite classification<\/a>
\nWine<\/a>\n<\/p>\n

Fuzzification files<\/b> <\/p>\n

Note that these have not been optimized. For use in fuzzy-rough
\nattribute reduction (FRAR):<\/p>\n

Abalone<\/a>
\nArrhythmia<\/a>
\nCaco<\/a>
\nFruit<\/a>
\nFUZZIEEE example<\/a>
\nGlass<\/a>
\nIonosphere<\/a>
\nIris<\/a>
\nIsolet<\/a>
\nVehicle<\/a>
\nWater treatment<\/a>
\nWaveform<\/a>
\nWebsite classification<\/a>
\nWine<\/a>\n<\/p>\n

\nA readme file containing some more description can be found here<\/a>.\n<\/p>\n

\nAn example dataset and fuzzification for FRAR can be found below. The decision
\nattribute is fuzzy.<\/p>\n

Example dataset<\/a>
\nDataset fuzzification<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

This is a collection of datasets used in some of my feature selection experimentation. Many of these datasets come from the UCI Machine Learning Repository. The decision attribute is always the final column in the dataset. Crisp Datasets These datasets …<\/p>\n

Datasets<\/span> Read More »<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":66,"menu_order":0,"comment_status":"open","ping_status":"open","template":"","meta":{"footnotes":""},"class_list":["post-81","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/users.aber.ac.uk\/rkj\/site\/wp-json\/wp\/v2\/pages\/81","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/users.aber.ac.uk\/rkj\/site\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/users.aber.ac.uk\/rkj\/site\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/users.aber.ac.uk\/rkj\/site\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/users.aber.ac.uk\/rkj\/site\/wp-json\/wp\/v2\/comments?post=81"}],"version-history":[{"count":1,"href":"https:\/\/users.aber.ac.uk\/rkj\/site\/wp-json\/wp\/v2\/pages\/81\/revisions"}],"predecessor-version":[{"id":329,"href":"https:\/\/users.aber.ac.uk\/rkj\/site\/wp-json\/wp\/v2\/pages\/81\/revisions\/329"}],"up":[{"embeddable":true,"href":"https:\/\/users.aber.ac.uk\/rkj\/site\/wp-json\/wp\/v2\/pages\/66"}],"wp:attachment":[{"href":"https:\/\/users.aber.ac.uk\/rkj\/site\/wp-json\/wp\/v2\/media?parent=81"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}