FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2911969372> ?p ?o ?g. }

• W2911969372 endingPage "166" @default.
• W2911969372 startingPage "166" @default.
• W2911969372 abstract "Recently, a novel concept of a non-probabilistic novelty detection measure, based on a multi-scale quantification of unusually large learning efforts of machine learning systems, was introduced as learning entropy (LE). The key finding with LE is that the learning effort of learning systems is quantifiable as a novelty measure for each individually observed data point of otherwise complex dynamic systems, while the model accuracy is not a necessary requirement for novelty detection. This brief paper extends the explanation of LE from the point of an informatics approach towards a cognitive (learning-based) information measure emphasizing the distinction from Shannon’s concept of probabilistic information. Fundamental derivations of learning entropy and of its practical estimations are recalled and further extended. The potentials, limitations, and, thus, the current challenges of LE are discussed." @default.
• W2911969372 created "2019-02-21" @default.
• W2911969372 creator A5021841762 @default.
• W2911969372 creator A5030985257 @default.
• W2911969372 creator A5038834884 @default.
• W2911969372 date "2019-02-11" @default.
• W2911969372 modified "2023-09-24" @default.
• W2911969372 title "Learning Entropy as a Learning-Based Information Concept" @default.
• W2911969372 cites W1482540049 @default.
• W2911969372 cites W1499399937 @default.
• W2911969372 cites W1862394037 @default.
• W2911969372 cites W1979103407 @default.
• W2911969372 cites W1995875735 @default.
• W2911969372 cites W2008325098 @default.
• W2911969372 cites W2010922160 @default.
• W2911969372 cites W2015874808 @default.
• W2911969372 cites W2041287404 @default.
• W2911969372 cites W2044513362 @default.
• W2911969372 cites W2058757475 @default.
• W2911969372 cites W2059851411 @default.
• W2911969372 cites W2068319486 @default.
• W2911969372 cites W2074347954 @default.
• W2911969372 cites W2075121167 @default.
• W2911969372 cites W2077204677 @default.
• W2911969372 cites W2093266575 @default.
• W2911969372 cites W2095345875 @default.
• W2911969372 cites W2105832407 @default.
• W2911969372 cites W2119063427 @default.
• W2911969372 cites W2129723167 @default.
• W2911969372 cites W2130602610 @default.
• W2911969372 cites W2131140847 @default.
• W2911969372 cites W2141910941 @default.
• W2911969372 cites W2142187017 @default.
• W2911969372 cites W2149903238 @default.
• W2911969372 cites W2154498987 @default.
• W2911969372 cites W2164755285 @default.
• W2911969372 cites W2176434716 @default.
• W2911969372 cites W2795944650 @default.
• W2911969372 cites W2801670977 @default.
• W2911969372 cites W2898471460 @default.
• W2911969372 cites W4255466416 @default.
• W2911969372 doi "https://doi.org/10.3390/e21020166" @default.
• W2911969372 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/7514648" @default.
• W2911969372 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/33266882" @default.
• W2911969372 hasPublicationYear "2019" @default.
• W2911969372 type Work @default.
• W2911969372 sameAs 2911969372 @default.
• W2911969372 citedByCount "7" @default.
• W2911969372 countsByYear W29119693722019 @default.
• W2911969372 countsByYear W29119693722020 @default.
• W2911969372 countsByYear W29119693722022 @default.
• W2911969372 crossrefType "journal-article" @default.
• W2911969372 hasAuthorship W2911969372A5021841762 @default.
• W2911969372 hasAuthorship W2911969372A5030985257 @default.
• W2911969372 hasAuthorship W2911969372A5038834884 @default.
• W2911969372 hasBestOaLocation W29119693721 @default.
• W2911969372 hasConcept C105795698 @default.
• W2911969372 hasConcept C106301342 @default.
• W2911969372 hasConcept C119857082 @default.
• W2911969372 hasConcept C121332964 @default.
• W2911969372 hasConcept C154945302 @default.
• W2911969372 hasConcept C15744967 @default.
• W2911969372 hasConcept C2778738651 @default.
• W2911969372 hasConcept C2778924833 @default.
• W2911969372 hasConcept C32254414 @default.
• W2911969372 hasConcept C33923547 @default.
• W2911969372 hasConcept C41008148 @default.
• W2911969372 hasConcept C49937458 @default.
• W2911969372 hasConcept C52622258 @default.
• W2911969372 hasConcept C62520636 @default.
• W2911969372 hasConcept C77805123 @default.
• W2911969372 hasConcept C8038995 @default.
• W2911969372 hasConceptScore W2911969372C105795698 @default.
• W2911969372 hasConceptScore W2911969372C106301342 @default.
• W2911969372 hasConceptScore W2911969372C119857082 @default.
• W2911969372 hasConceptScore W2911969372C121332964 @default.
• W2911969372 hasConceptScore W2911969372C154945302 @default.
• W2911969372 hasConceptScore W2911969372C15744967 @default.
• W2911969372 hasConceptScore W2911969372C2778738651 @default.
• W2911969372 hasConceptScore W2911969372C2778924833 @default.
• W2911969372 hasConceptScore W2911969372C32254414 @default.
• W2911969372 hasConceptScore W2911969372C33923547 @default.
• W2911969372 hasConceptScore W2911969372C41008148 @default.
• W2911969372 hasConceptScore W2911969372C49937458 @default.
• W2911969372 hasConceptScore W2911969372C52622258 @default.
• W2911969372 hasConceptScore W2911969372C62520636 @default.
• W2911969372 hasConceptScore W2911969372C77805123 @default.
• W2911969372 hasConceptScore W2911969372C8038995 @default.
• W2911969372 hasIssue "2" @default.
• W2911969372 hasLocation W29119693721 @default.
• W2911969372 hasLocation W29119693722 @default.
• W2911969372 hasLocation W29119693723 @default.
• W2911969372 hasLocation W29119693724 @default.
• W2911969372 hasOpenAccess W2911969372 @default.
• W2911969372 hasPrimaryLocation W29119693721 @default.
• W2911969372 hasRelatedWork W2027738917 @default.
• W2911969372 hasRelatedWork W2108287924 @default.
• W2911969372 hasRelatedWork W2623931658 @default.

• next