Matches in SemOpenAlex for { <https://semopenalex.org/work/W2228664618> ?p ?o ?g. }
Showing items 1 to 90 of
90
with 100 items per page.
- W2228664618 abstract "Stability has been considered an important property for evaluating clustering solutions. Nevertheless, there are no conclusive studies on the relationship between this property and the capacity to recover clusters inherent to data (“ground truth”). This study focuses on this relationship resorting to synthetic data generated under diverse scenarios (controlling relevant factors). Stability is evaluated using a weighted cross-validation procedure. Indices of agreement (corrected for agreement by chance) are used both to assess stability and external validation. The results obtained reveal a new perspective so far not mentioned in the literature. Despite the clear relationship between stability and external validity when a broad range of scenarios is considered, within-scenarios conclusions deserve our special attention: faced with a specific clustering problem (as we do in practice), there is no significant relationship between stability and the ability to recover data clusters." @default.
- W2228664618 created "2016-06-24" @default.
- W2228664618 creator A5014844032 @default.
- W2228664618 creator A5035759904 @default.
- W2228664618 date "2015-01-01" @default.
- W2228664618 modified "2023-09-26" @default.
- W2228664618 title "Clustering Stability and Ground Truth: Numerical Experiments" @default.
- W2228664618 cites W1516452477 @default.
- W2228664618 cites W1975152892 @default.
- W2228664618 cites W1991621620 @default.
- W2228664618 cites W2026126704 @default.
- W2228664618 cites W2033403400 @default.
- W2228664618 cites W2045127540 @default.
- W2228664618 cites W2047191928 @default.
- W2228664618 cites W2049633694 @default.
- W2228664618 cites W2066923007 @default.
- W2228664618 cites W2075092851 @default.
- W2228664618 cites W2077702199 @default.
- W2228664618 cites W2082398846 @default.
- W2228664618 cites W2101712836 @default.
- W2228664618 cites W2116219421 @default.
- W2228664618 cites W2149159134 @default.
- W2228664618 cites W2162833336 @default.
- W2228664618 cites W2170111518 @default.
- W2228664618 doi "https://doi.org/10.5220/0005597702590264" @default.
- W2228664618 hasPublicationYear "2015" @default.
- W2228664618 type Work @default.
- W2228664618 sameAs 2228664618 @default.
- W2228664618 citedByCount "1" @default.
- W2228664618 countsByYear W22286646182019 @default.
- W2228664618 crossrefType "proceedings-article" @default.
- W2228664618 hasAuthorship W2228664618A5014844032 @default.
- W2228664618 hasAuthorship W2228664618A5035759904 @default.
- W2228664618 hasBestOaLocation W22286646181 @default.
- W2228664618 hasConcept C111472728 @default.
- W2228664618 hasConcept C112972136 @default.
- W2228664618 hasConcept C119857082 @default.
- W2228664618 hasConcept C124101348 @default.
- W2228664618 hasConcept C12713177 @default.
- W2228664618 hasConcept C127413603 @default.
- W2228664618 hasConcept C138885662 @default.
- W2228664618 hasConcept C146849305 @default.
- W2228664618 hasConcept C146978453 @default.
- W2228664618 hasConcept C154945302 @default.
- W2228664618 hasConcept C189950617 @default.
- W2228664618 hasConcept C204323151 @default.
- W2228664618 hasConcept C41008148 @default.
- W2228664618 hasConcept C73555534 @default.
- W2228664618 hasConceptScore W2228664618C111472728 @default.
- W2228664618 hasConceptScore W2228664618C112972136 @default.
- W2228664618 hasConceptScore W2228664618C119857082 @default.
- W2228664618 hasConceptScore W2228664618C124101348 @default.
- W2228664618 hasConceptScore W2228664618C12713177 @default.
- W2228664618 hasConceptScore W2228664618C127413603 @default.
- W2228664618 hasConceptScore W2228664618C138885662 @default.
- W2228664618 hasConceptScore W2228664618C146849305 @default.
- W2228664618 hasConceptScore W2228664618C146978453 @default.
- W2228664618 hasConceptScore W2228664618C154945302 @default.
- W2228664618 hasConceptScore W2228664618C189950617 @default.
- W2228664618 hasConceptScore W2228664618C204323151 @default.
- W2228664618 hasConceptScore W2228664618C41008148 @default.
- W2228664618 hasConceptScore W2228664618C73555534 @default.
- W2228664618 hasLocation W22286646181 @default.
- W2228664618 hasLocation W22286646182 @default.
- W2228664618 hasOpenAccess W2228664618 @default.
- W2228664618 hasPrimaryLocation W22286646181 @default.
- W2228664618 hasRelatedWork W101987301 @default.
- W2228664618 hasRelatedWork W1579444226 @default.
- W2228664618 hasRelatedWork W1590498480 @default.
- W2228664618 hasRelatedWork W2027752527 @default.
- W2228664618 hasRelatedWork W2032801341 @default.
- W2228664618 hasRelatedWork W2081304350 @default.
- W2228664618 hasRelatedWork W2236555973 @default.
- W2228664618 hasRelatedWork W2237711914 @default.
- W2228664618 hasRelatedWork W2407871536 @default.
- W2228664618 hasRelatedWork W2806402222 @default.
- W2228664618 hasRelatedWork W2895357535 @default.
- W2228664618 hasRelatedWork W2897979139 @default.
- W2228664618 hasRelatedWork W2917523593 @default.
- W2228664618 hasRelatedWork W2979406779 @default.
- W2228664618 hasRelatedWork W3034014222 @default.
- W2228664618 hasRelatedWork W3036721085 @default.
- W2228664618 hasRelatedWork W3104982277 @default.
- W2228664618 hasRelatedWork W3147252840 @default.
- W2228664618 hasRelatedWork W3150528013 @default.
- W2228664618 hasRelatedWork W3179130513 @default.
- W2228664618 isParatext "false" @default.
- W2228664618 isRetracted "false" @default.
- W2228664618 magId "2228664618" @default.
- W2228664618 workType "article" @default.