FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3048824105> ?p ?o ?g. }

• W3048824105 endingPage "e0237009" @default.
• W3048824105 startingPage "e0237009" @default.
• W3048824105 abstract "In a broad range of fields it may be desirable to reuse a supervised classification algorithm and apply it to a new data set. However, generalization of such an algorithm and thus achieving a similar classification performance is only possible when the training data used to build the algorithm is similar to new unseen data one wishes to apply it to. It is often unknown in advance how an algorithm will perform on new unseen data, being a crucial reason for not deploying an algorithm at all. Therefore, tools are needed to measure the similarity of data sets. In this paper, we propose the Data Representativeness Criterion (DRC) to determine how representative a training data set is of a new unseen data set. We present a proof of principle, to see whether the DRC can quantify the similarity of data sets and whether the DRC relates to the performance of a supervised classification algorithm. We compared a number of magnetic resonance imaging (MRI) data sets, ranging from subtle to severe difference is acquisition parameters. Results indicate that, based on the similarity of data sets, the DRC is able to give an indication as to when the performance of a supervised classifier decreases. The strictness of the DRC can be set by the user, depending on what one considers to be an acceptable underperformance." @default.
• W3048824105 created "2020-08-18" @default.
• W3048824105 creator A5000898333 @default.
• W3048824105 creator A5015319043 @default.
• W3048824105 creator A5015804681 @default.
• W3048824105 creator A5027750007 @default.
• W3048824105 creator A5041799420 @default.
• W3048824105 date "2020-08-11" @default.
• W3048824105 modified "2023-10-18" @default.
• W3048824105 title "The data representativeness criterion: Predicting the performance of supervised classification based on data set similarity" @default.
• W3048824105 cites W1794121648 @default.
• W3048824105 cites W1965555277 @default.
• W3048824105 cites W1968329810 @default.
• W3048824105 cites W1969946313 @default.
• W3048824105 cites W2015583343 @default.
• W3048824105 cites W2025183033 @default.
• W3048824105 cites W2050983595 @default.
• W3048824105 cites W2094286293 @default.
• W3048824105 cites W2099801199 @default.
• W3048824105 cites W2102213632 @default.
• W3048824105 cites W2104094955 @default.
• W3048824105 cites W2134495751 @default.
• W3048824105 cites W2163922914 @default.
• W3048824105 cites W2165698076 @default.
• W3048824105 cites W2168013545 @default.
• W3048824105 cites W2189810169 @default.
• W3048824105 cites W2617241599 @default.
• W3048824105 cites W2963909968 @default.
• W3048824105 cites W2964126646 @default.
• W3048824105 cites W2979509742 @default.
• W3048824105 doi "https://doi.org/10.1371/journal.pone.0237009" @default.
• W3048824105 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/7418972" @default.
• W3048824105 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/32780738" @default.
• W3048824105 hasPublicationYear "2020" @default.
• W3048824105 type Work @default.
• W3048824105 sameAs 3048824105 @default.
• W3048824105 citedByCount "16" @default.
• W3048824105 countsByYear W30488241052020 @default.
• W3048824105 countsByYear W30488241052021 @default.
• W3048824105 countsByYear W30488241052022 @default.
• W3048824105 countsByYear W30488241052023 @default.
• W3048824105 crossrefType "journal-article" @default.
• W3048824105 hasAuthorship W3048824105A5000898333 @default.
• W3048824105 hasAuthorship W3048824105A5015319043 @default.
• W3048824105 hasAuthorship W3048824105A5015804681 @default.
• W3048824105 hasAuthorship W3048824105A5027750007 @default.
• W3048824105 hasAuthorship W3048824105A5041799420 @default.
• W3048824105 hasBestOaLocation W30488241051 @default.
• W3048824105 hasConcept C103278499 @default.
• W3048824105 hasConcept C105795698 @default.
• W3048824105 hasConcept C115961682 @default.
• W3048824105 hasConcept C119857082 @default.
• W3048824105 hasConcept C124101348 @default.
• W3048824105 hasConcept C134306372 @default.
• W3048824105 hasConcept C136389625 @default.
• W3048824105 hasConcept C153180895 @default.
• W3048824105 hasConcept C154945302 @default.
• W3048824105 hasConcept C177148314 @default.
• W3048824105 hasConcept C177264268 @default.
• W3048824105 hasConcept C199360897 @default.
• W3048824105 hasConcept C33923547 @default.
• W3048824105 hasConcept C37381756 @default.
• W3048824105 hasConcept C41008148 @default.
• W3048824105 hasConcept C50644808 @default.
• W3048824105 hasConcept C58489278 @default.
• W3048824105 hasConcept C95623464 @default.
• W3048824105 hasConceptScore W3048824105C103278499 @default.
• W3048824105 hasConceptScore W3048824105C105795698 @default.
• W3048824105 hasConceptScore W3048824105C115961682 @default.
• W3048824105 hasConceptScore W3048824105C119857082 @default.
• W3048824105 hasConceptScore W3048824105C124101348 @default.
• W3048824105 hasConceptScore W3048824105C134306372 @default.
• W3048824105 hasConceptScore W3048824105C136389625 @default.
• W3048824105 hasConceptScore W3048824105C153180895 @default.
• W3048824105 hasConceptScore W3048824105C154945302 @default.
• W3048824105 hasConceptScore W3048824105C177148314 @default.
• W3048824105 hasConceptScore W3048824105C177264268 @default.
• W3048824105 hasConceptScore W3048824105C199360897 @default.
• W3048824105 hasConceptScore W3048824105C33923547 @default.
• W3048824105 hasConceptScore W3048824105C37381756 @default.
• W3048824105 hasConceptScore W3048824105C41008148 @default.
• W3048824105 hasConceptScore W3048824105C50644808 @default.
• W3048824105 hasConceptScore W3048824105C58489278 @default.
• W3048824105 hasConceptScore W3048824105C95623464 @default.
• W3048824105 hasIssue "8" @default.
• W3048824105 hasLocation W30488241051 @default.
• W3048824105 hasLocation W30488241052 @default.
• W3048824105 hasLocation W30488241053 @default.
• W3048824105 hasLocation W30488241054 @default.
• W3048824105 hasLocation W30488241055 @default.
• W3048824105 hasLocation W30488241056 @default.
• W3048824105 hasLocation W30488241057 @default.
• W3048824105 hasOpenAccess W3048824105 @default.
• W3048824105 hasPrimaryLocation W30488241051 @default.
• W3048824105 hasRelatedWork W1824075546 @default.
• W3048824105 hasRelatedWork W2062728131 @default.
• W3048824105 hasRelatedWork W2101250918 @default.
• W3048824105 hasRelatedWork W2103926897 @default.

• next