Matches in SemOpenAlex for { <https://semopenalex.org/work/W42936706> ?p ?o ?g. }
Showing items 1 to 57 of
57
with 100 items per page.
- W42936706 endingPage "891" @default.
- W42936706 startingPage "884" @default.
- W42936706 abstract "In this chapter we discuss how fuzzy logic extends the envelop of the main data mining tasks: clustering, classification, regression and association rules. We begin by presenting a formulation of the data mining using fuzzy logic attributes. Then, for each task, we provide a survey of the main algorithms and a detailed description (i.e. pseudo-code) of the most popular algorithms. There are two main types of uncertainty in supervised learning: statistical and cognitive. Statistical uncertainty deals with the random behavior of nature and all existing data mining techniques can handle the uncertainty that arises (or is assumed to arise) in the natural world from statistical variations or randomness. Cognitive uncertainty, on the other hand, deals with human cognition. Fuzzy set theory, first introduced by Zadeh in 1965, deals with cognitive uncertainty and seeks to overcome many of the problems found in classical set theory. For example, a major problem faced by researchers of control theory is that a small change in input results in a major change in output. This throws the whole control system into an unstable state. In addition there was also the problem that the representation of subjective knowledge was artificial and inaccurate. Fuzzy set theory is an attempt to confront these difficulties and in this chapter we show how it can be used in data mining tasks." @default.
- W42936706 created "2016-06-24" @default.
- W42936706 creator A5012622155 @default.
- W42936706 date "2011-05-24" @default.
- W42936706 modified "2023-09-27" @default.
- W42936706 title "Incorporating Fuzzy Logic in Data Mining Tasks" @default.
- W42936706 cites W1994962410 @default.
- W42936706 cites W2015005801 @default.
- W42936706 cites W2015487637 @default.
- W42936706 cites W2118645026 @default.
- W42936706 cites W2119475352 @default.
- W42936706 cites W2159111290 @default.
- W42936706 cites W2889880839 @default.
- W42936706 doi "https://doi.org/10.4018/978-1-59904-849-9.ch131" @default.
- W42936706 hasPublicationYear "2011" @default.
- W42936706 type Work @default.
- W42936706 sameAs 42936706 @default.
- W42936706 citedByCount "0" @default.
- W42936706 crossrefType "book-chapter" @default.
- W42936706 hasAuthorship W42936706A5012622155 @default.
- W42936706 hasConcept C124101348 @default.
- W42936706 hasConcept C154945302 @default.
- W42936706 hasConcept C41008148 @default.
- W42936706 hasConcept C58166 @default.
- W42936706 hasConceptScore W42936706C124101348 @default.
- W42936706 hasConceptScore W42936706C154945302 @default.
- W42936706 hasConceptScore W42936706C41008148 @default.
- W42936706 hasConceptScore W42936706C58166 @default.
- W42936706 hasLocation W429367061 @default.
- W42936706 hasOpenAccess W42936706 @default.
- W42936706 hasPrimaryLocation W429367061 @default.
- W42936706 hasRelatedWork W1501274013 @default.
- W42936706 hasRelatedWork W1515578644 @default.
- W42936706 hasRelatedWork W1607045468 @default.
- W42936706 hasRelatedWork W1676236237 @default.
- W42936706 hasRelatedWork W1979952208 @default.
- W42936706 hasRelatedWork W2062760127 @default.
- W42936706 hasRelatedWork W2068282005 @default.
- W42936706 hasRelatedWork W2118782187 @default.
- W42936706 hasRelatedWork W2130614080 @default.
- W42936706 hasRelatedWork W2141449331 @default.
- W42936706 hasRelatedWork W2144989890 @default.
- W42936706 hasRelatedWork W2151735738 @default.
- W42936706 hasRelatedWork W2182667965 @default.
- W42936706 hasRelatedWork W2352490945 @default.
- W42936706 hasRelatedWork W2382535353 @default.
- W42936706 hasRelatedWork W2384805634 @default.
- W42936706 hasRelatedWork W2799619177 @default.
- W42936706 hasRelatedWork W3174006763 @default.
- W42936706 hasRelatedWork W37712241 @default.
- W42936706 hasRelatedWork W3087536277 @default.
- W42936706 isParatext "false" @default.
- W42936706 isRetracted "false" @default.
- W42936706 magId "42936706" @default.
- W42936706 workType "book-chapter" @default.