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AMIE: Association Rule Mining under Incomplete Evidence in Ontological Knowledge Bases

Rules mined from DBpedia 2.0

The table shows the top 30 rules mined by AMIE on a subset of DBpedia 2.0* (Infoboxes, Person data) with a head coverage threshold of 0.01. It means that rules involving less than 1% of the head relation bindings were pruned out (and therefore not used for further refinement). They are ranked by PCA** confidence and do not contain constants. For further details, please refer to the list of all rules mined on DBpedia 2.0.

RuleStd. ConfidencePCA Confidence
?a <dbo:rd3Team> ?b => ?a <dbo:rd2Team> ?b96.39%99.73%
?b <dbo:nextRaceInSeason> ?a => ?a <dbo:previousRaceInSeason> ?b97.24%99.69%
?b <dbo:previousRaceInSeason> ?a => ?a <dbo:nextRaceInSeason> ?b98.25%99.69%
?b <dbo:previousYear_percent_27sRace> ?a => ?a <dbo:nextYear_percent_27sRace> ?b93.41%99.61%
?b <dbo:thisAlbum> ?a => ?a <dbo:thisAlbum> ?b75.20%99.47%
?a <dbo:next> ?b => ?a <dbo:charmedNavigationProperty> ?b0.95%99.44%
?a <dbo:prev> ?b => ?a <dbo:charmedNavigationProperty> ?b1.58%99.44%
?b <dbo:charmedNavigationProperty> ?a => ?a <dbo:charmedNavigationProperty> ?b99.44%99.44%
?b <dbo:nextYear_percent_27sRace> ?a => ?a <dbo:previousYear_percent_27sRace> ?b92.73%99.35%
?b <dbo:listOfAsteroids_percent_2FnavigatorProperty> ?a => ?a <dbo:listOfAsteroids_percent_2FnavigatorProperty> ?b56.81%99.13%
?a <dbo:worldSnookerChampionshipRoundsProperty84> ?b => ?a <dbo:worldSnookerChampionshipRoundsProperty> ?b98.20%99.09%
?b <dbo:previousevent> ?a => ?a <dbo:followingevent> ?b81.45%99.02%
?b <dbo:next> ?a => ?a <dbo:charmedNavigationProperty> ?b0.94%98.87%
?b <dbo:prev> ?a => ?a <dbo:charmedNavigationProperty> ?b1.58%98.87%
?a <dbo:pages> ?b => ?a <dbo:mediaType> ?b89.01%98.78%
?a <dbo:pages> ?b => ?a <dbo:releaseDate> ?b86.81%98.75%
?a <dbo:subdivision> ?b => ?a <dbo:typeSpecies> ?b0.23%98.65%
?a <dbo:oldsubg> ?b => ?a <dbo:subgenus> ?b98.53%98.53%
?a <dbo:t> ?b => ?a <dbo:s> ?b50.85%98.36%
?a <dbo:evolvesto> ?b => ?a <dbo:shinoufollowing> ?b33.53%98.25%
?a <dbo:evolvesfrom> ?b => ?a <dbo:shinoupreceding> ?b38.10%98.25%
?a <dbo:shinoufollowing> ?b => ?a <dbo:evolvesto> ?b53.33%98.25%
?b <dbo:nextissue> ?a => ?a <dbo:previssue> ?b92.38%97.98%
?b <dbo:previssue> ?a => ?a <dbo:nextissue> ?b95.10%97.98%
?b <dbo:evolvesto> ?a => ?a <dbo:shinoupreceding> ?b28.14%97.92%
?b <dbo:evolvesfrom> ?a => ?a <dbo:shinoufollowing> ?b31.97%97.92%
?b <dbo:shinoufollowing> ?a => ?a <dbo:evolvesfrom> ?b44.76%97.92%
?b <dbo:shinoupreceding> ?a => ?a <dbo:evolvesto> ?b44.76%97.92%
?a <dbo:mp> ?b => ?a <dbo:candidate> ?b85.09%97.90%
?b <dbo:nextLine> ?a => ?a <dbo:previousLine> ?b90.20%97.87%
?a <dbo:debutteam> ?b => ?a <dbo:teams> ?b53.97%97.78%

**PCA=Partial Completeness Assumption
*Some rules were actually removed because they were induced by noise in the data (relations with too few bindings)

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