Matches in SemOpenAlex for { <https://semopenalex.org/work/W920763018> ?p ?o ?g. }
Showing items 1 to 72 of
72
with 100 items per page.
- W920763018 abstract "Classification theory analytical paradigm investigates continuous data only. When we deal with a mix of continuous and nominal attributes in data records, difficulties emerge. Usually, the analytical paradigm treats nominal attributes as continuous ones via numerical coding of nominal values (often a bit ad hoc). We propose a way of keeping nominal values within analytical paradigm with no pretending that nominal values are continuous. The core idea is that the information hidden in nominal values influences on metric (or on similarity function) between records of continuous and nominal data. Adaptation finds relevant parameters which influence metric between data records. Our approach works well for classifier induction algorithms where metric or similarity is generic, for instance k nearest neighbor algorithm or proposed here support of decision tree induction by similarity function between data. The k-nn algorithm working with continuous and nominal data behaves considerably better, when nominal values are processed by our approach. Algorithms of analytical paradigm using linear and probability machinery, like discriminant adaptive nearest-neighbor or Fisher’s linear discriminant analysis, cause some difficulties. We propose some possible ways to overcome these obstacles for adaptive nearest neighbor algorithm." @default.
- W920763018 created "2016-06-24" @default.
- W920763018 creator A5018438936 @default.
- W920763018 creator A5049493929 @default.
- W920763018 date "2013-01-01" @default.
- W920763018 modified "2023-09-24" @default.
- W920763018 title "Metrics and similarities in modeling dependencies between continuous and nominal data" @default.
- W920763018 cites W1499673022 @default.
- W920763018 cites W1516384273 @default.
- W920763018 cites W2091632079 @default.
- W920763018 cites W2096746450 @default.
- W920763018 cites W2146424733 @default.
- W920763018 cites W3120740533 @default.
- W920763018 hasPublicationYear "2013" @default.
- W920763018 type Work @default.
- W920763018 sameAs 920763018 @default.
- W920763018 citedByCount "3" @default.
- W920763018 countsByYear W9207630182015 @default.
- W920763018 countsByYear W9207630182016 @default.
- W920763018 countsByYear W9207630182017 @default.
- W920763018 crossrefType "journal-article" @default.
- W920763018 hasAuthorship W920763018A5018438936 @default.
- W920763018 hasAuthorship W920763018A5049493929 @default.
- W920763018 hasConcept C113238511 @default.
- W920763018 hasConcept C11413529 @default.
- W920763018 hasConcept C124101348 @default.
- W920763018 hasConcept C153180895 @default.
- W920763018 hasConcept C154945302 @default.
- W920763018 hasConcept C162324750 @default.
- W920763018 hasConcept C176217482 @default.
- W920763018 hasConcept C21547014 @default.
- W920763018 hasConcept C33923547 @default.
- W920763018 hasConcept C41008148 @default.
- W920763018 hasConcept C69738355 @default.
- W920763018 hasConceptScore W920763018C113238511 @default.
- W920763018 hasConceptScore W920763018C11413529 @default.
- W920763018 hasConceptScore W920763018C124101348 @default.
- W920763018 hasConceptScore W920763018C153180895 @default.
- W920763018 hasConceptScore W920763018C154945302 @default.
- W920763018 hasConceptScore W920763018C162324750 @default.
- W920763018 hasConceptScore W920763018C176217482 @default.
- W920763018 hasConceptScore W920763018C21547014 @default.
- W920763018 hasConceptScore W920763018C33923547 @default.
- W920763018 hasConceptScore W920763018C41008148 @default.
- W920763018 hasConceptScore W920763018C69738355 @default.
- W920763018 hasLocation W9207630181 @default.
- W920763018 hasOpenAccess W920763018 @default.
- W920763018 hasPrimaryLocation W9207630181 @default.
- W920763018 hasRelatedWork W121474359 @default.
- W920763018 hasRelatedWork W1566293806 @default.
- W920763018 hasRelatedWork W1591105582 @default.
- W920763018 hasRelatedWork W2076269792 @default.
- W920763018 hasRelatedWork W2143299679 @default.
- W920763018 hasRelatedWork W2228296429 @default.
- W920763018 hasRelatedWork W2406566318 @default.
- W920763018 hasRelatedWork W2474567666 @default.
- W920763018 hasRelatedWork W2734845677 @default.
- W920763018 hasRelatedWork W2747139128 @default.
- W920763018 hasRelatedWork W2758535392 @default.
- W920763018 hasRelatedWork W2768861156 @default.
- W920763018 hasRelatedWork W2932144011 @default.
- W920763018 hasRelatedWork W2950145985 @default.
- W920763018 hasRelatedWork W2951422789 @default.
- W920763018 hasRelatedWork W2953159452 @default.
- W920763018 hasRelatedWork W2975391911 @default.
- W920763018 hasRelatedWork W3003392036 @default.
- W920763018 hasRelatedWork W3080319904 @default.
- W920763018 hasRelatedWork W3103920419 @default.
- W920763018 isParatext "false" @default.
- W920763018 isRetracted "false" @default.
- W920763018 magId "920763018" @default.
- W920763018 workType "article" @default.