Matches in SemOpenAlex for { <https://semopenalex.org/work/W2160488024> ?p ?o ?g. }
Showing items 1 to 96 of
96
with 100 items per page.
- W2160488024 endingPage "41" @default.
- W2160488024 startingPage "23" @default.
- W2160488024 abstract "Development of Fuzzy Cognitive Maps (FCMs) that accurately describe a given dynamic system is a challenging task which in many cases cannot be fully completed based solely on human expertise. Some of the reasons behind this limitation include potential bias of the human experts and excessive size of the problem itself. However, due to the lack of automated or semi-automated methods that would replace or support designers, most of existing FCMs were developed using expert-based approaches. Interestingly, in the recent years we have witnessed the development of algorithms that support learning of FCMs from data. The learning corresponds to the construction of connection matrices based on historical data presented in the form of multivariate time series. Since the FCM may include feedback loops and they incorporate nontrivial transformation functions, forming these models from data is a complex task that requires searching through a large solution space. The existing automated learning methods are based either on the Hebbian learning or they apply evolutionary algorithms. This chapter formulates the task of learning FCMs and describes the corresponding design challenges. We present a comprehensive survey of the current expert-based and semi-automated/automated methods for learning FCMs. The leading learning methods are described and analyzed both analytically and experimentally with the help of a case study. We also contrast computational approaches versus expert-based methods and outline future research directions." @default.
- W2160488024 created "2016-06-24" @default.
- W2160488024 creator A5003799782 @default.
- W2160488024 creator A5083687488 @default.
- W2160488024 creator A5088423732 @default.
- W2160488024 date "2010-01-01" @default.
- W2160488024 modified "2023-10-17" @default.
- W2160488024 title "Expert-Based and Computational Methods for Developing Fuzzy Cognitive Maps" @default.
- W2160488024 cites W1564372824 @default.
- W2160488024 cites W1578549529 @default.
- W2160488024 cites W1902052229 @default.
- W2160488024 cites W1964226843 @default.
- W2160488024 cites W1975681159 @default.
- W2160488024 cites W1990783560 @default.
- W2160488024 cites W1995450784 @default.
- W2160488024 cites W2005672485 @default.
- W2160488024 cites W2006163957 @default.
- W2160488024 cites W2024461600 @default.
- W2160488024 cites W2030460874 @default.
- W2160488024 cites W2039499002 @default.
- W2160488024 cites W2066031679 @default.
- W2160488024 cites W2072934801 @default.
- W2160488024 cites W2095224843 @default.
- W2160488024 cites W2106419457 @default.
- W2160488024 cites W2114362965 @default.
- W2160488024 cites W2121657501 @default.
- W2160488024 cites W2122879929 @default.
- W2160488024 cites W2137947700 @default.
- W2160488024 cites W2138369100 @default.
- W2160488024 cites W2148605346 @default.
- W2160488024 cites W2154119246 @default.
- W2160488024 cites W2165243821 @default.
- W2160488024 cites W338388561 @default.
- W2160488024 cites W4241115065 @default.
- W2160488024 doi "https://doi.org/10.1007/978-3-642-03220-2_2" @default.
- W2160488024 hasPublicationYear "2010" @default.
- W2160488024 type Work @default.
- W2160488024 sameAs 2160488024 @default.
- W2160488024 citedByCount "46" @default.
- W2160488024 countsByYear W21604880242012 @default.
- W2160488024 countsByYear W21604880242013 @default.
- W2160488024 countsByYear W21604880242014 @default.
- W2160488024 countsByYear W21604880242015 @default.
- W2160488024 countsByYear W21604880242016 @default.
- W2160488024 countsByYear W21604880242017 @default.
- W2160488024 countsByYear W21604880242018 @default.
- W2160488024 countsByYear W21604880242019 @default.
- W2160488024 countsByYear W21604880242020 @default.
- W2160488024 countsByYear W21604880242021 @default.
- W2160488024 countsByYear W21604880242022 @default.
- W2160488024 countsByYear W21604880242023 @default.
- W2160488024 crossrefType "book-chapter" @default.
- W2160488024 hasAuthorship W2160488024A5003799782 @default.
- W2160488024 hasAuthorship W2160488024A5083687488 @default.
- W2160488024 hasAuthorship W2160488024A5088423732 @default.
- W2160488024 hasConcept C119857082 @default.
- W2160488024 hasConcept C127413603 @default.
- W2160488024 hasConcept C139502532 @default.
- W2160488024 hasConcept C154945302 @default.
- W2160488024 hasConcept C195975749 @default.
- W2160488024 hasConcept C201995342 @default.
- W2160488024 hasConcept C2780451532 @default.
- W2160488024 hasConcept C29470771 @default.
- W2160488024 hasConcept C41008148 @default.
- W2160488024 hasConcept C5041914 @default.
- W2160488024 hasConcept C58166 @default.
- W2160488024 hasConceptScore W2160488024C119857082 @default.
- W2160488024 hasConceptScore W2160488024C127413603 @default.
- W2160488024 hasConceptScore W2160488024C139502532 @default.
- W2160488024 hasConceptScore W2160488024C154945302 @default.
- W2160488024 hasConceptScore W2160488024C195975749 @default.
- W2160488024 hasConceptScore W2160488024C201995342 @default.
- W2160488024 hasConceptScore W2160488024C2780451532 @default.
- W2160488024 hasConceptScore W2160488024C29470771 @default.
- W2160488024 hasConceptScore W2160488024C41008148 @default.
- W2160488024 hasConceptScore W2160488024C5041914 @default.
- W2160488024 hasConceptScore W2160488024C58166 @default.
- W2160488024 hasLocation W21604880241 @default.
- W2160488024 hasOpenAccess W2160488024 @default.
- W2160488024 hasPrimaryLocation W21604880241 @default.
- W2160488024 hasRelatedWork W1491151750 @default.
- W2160488024 hasRelatedWork W1661487699 @default.
- W2160488024 hasRelatedWork W1982418457 @default.
- W2160488024 hasRelatedWork W2145925682 @default.
- W2160488024 hasRelatedWork W2365224437 @default.
- W2160488024 hasRelatedWork W2372922208 @default.
- W2160488024 hasRelatedWork W2777396095 @default.
- W2160488024 hasRelatedWork W2942617228 @default.
- W2160488024 hasRelatedWork W2991207020 @default.
- W2160488024 hasRelatedWork W4280567857 @default.
- W2160488024 isParatext "false" @default.
- W2160488024 isRetracted "false" @default.
- W2160488024 magId "2160488024" @default.
- W2160488024 workType "book-chapter" @default.