FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W1551758314> ?p ?o ?g. }

• W1551758314 abstract "The classical problem of model selection among parametric model sets is considered. The goal is to choose a model set which best represents observed data. The critical is the choice of a criterion for model set comparison. Pioneer information theoretic based approaches to this problem are Akaike information criterion (AIC) and different forms of minimum description length (MDL). The prior assumption in these methods is that the unknown true model is a member of all the competing sets. We introduce a new method of model selection: minimum description complexity (MDC). The approach is motivated by the Kullback-Leibler information distance. The method suggests choosing the model set for which the model set relative entropy is minimum. We provide a probabilistic method of MDC estimation for a class of parametric model sets. In this calculation the key factor is our prior assumption: unlike the existing methods, no assumption of the true model being a member of the competing model sets is needed. The main strength of the MDC calculation is in its method of extracting information from the observed data. Interesting results exhibit the advantages of MDC over MDL and AIC both theoretically and practically. It is illustrated that, under particular conditions, AIC is a special case of MDC. Application of MDC in system identification and signal denoising is investigated. The proposed method answers the challenging question of quality evaluation in identification of stable LTI systems under a fair prior assumption on the unmodeled dynamics. MDC also provides a new solution to a class of denoising problems. We elaborate the theoretical superiority of MDC over the existing thresholding denoising methods. (Copies available exclusively from MIT Libraries, Rm. 14-0551, Cambridge, MA 02139-4307. Ph. 617-253-5668; Fax 617-253-1690.)" @default.
• W1551758314 created "2016-06-24" @default.
• W1551758314 creator A5026064656 @default.
• W1551758314 creator A5087543977 @default.
• W1551758314 date "2002-01-01" @default.
• W1551758314 modified "2023-10-06" @default.
• W1551758314 title "Minimum description complexity" @default.
• W1551758314 cites W1486709476 @default.
• W1551758314 cites W1505250772 @default.
• W1551758314 cites W1533169541 @default.
• W1551758314 cites W1656057019 @default.
• W1551758314 cites W1964309081 @default.
• W1551758314 cites W1965324089 @default.
• W1551758314 cites W1965873257 @default.
• W1551758314 cites W1968908999 @default.
• W1551758314 cites W1973217014 @default.
• W1551758314 cites W1974853969 @default.
• W1551758314 cites W2006365485 @default.
• W1551758314 cites W2009012799 @default.
• W1551758314 cites W2011438897 @default.
• W1551758314 cites W2017669536 @default.
• W1551758314 cites W2017987111 @default.
• W1551758314 cites W2034204595 @default.
• W1551758314 cites W2042478193 @default.
• W1551758314 cites W2054658115 @default.
• W1551758314 cites W2061317273 @default.
• W1551758314 cites W2068599667 @default.
• W1551758314 cites W2082692066 @default.
• W1551758314 cites W2086403511 @default.
• W1551758314 cites W2087635869 @default.
• W1551758314 cites W2096217494 @default.
• W1551758314 cites W2096710051 @default.
• W1551758314 cites W2099111195 @default.
• W1551758314 cites W2102098892 @default.
• W1551758314 cites W2107757493 @default.
• W1551758314 cites W2128657381 @default.
• W1551758314 cites W2131024393 @default.
• W1551758314 cites W2132119275 @default.
• W1551758314 cites W2140758937 @default.
• W1551758314 cites W2140834769 @default.
• W1551758314 cites W2142635246 @default.
• W1551758314 cites W2142779885 @default.
• W1551758314 cites W2146842127 @default.
• W1551758314 cites W2148591594 @default.
• W1551758314 cites W2149287117 @default.
• W1551758314 cites W2149304112 @default.
• W1551758314 cites W2159425692 @default.
• W1551758314 cites W2167488211 @default.
• W1551758314 cites W2168175751 @default.
• W1551758314 cites W2169002661 @default.
• W1551758314 cites W2179917093 @default.
• W1551758314 cites W2263442534 @default.
• W1551758314 cites W2296087697 @default.
• W1551758314 cites W2564732155 @default.
• W1551758314 hasPublicationYear "2002" @default.
• W1551758314 type Work @default.
• W1551758314 sameAs 1551758314 @default.
• W1551758314 citedByCount "3" @default.
• W1551758314 crossrefType "dissertation" @default.
• W1551758314 hasAuthorship W1551758314A5026064656 @default.
• W1551758314 hasAuthorship W1551758314A5087543977 @default.
• W1551758314 hasConcept C105795698 @default.
• W1551758314 hasConcept C106301342 @default.
• W1551758314 hasConcept C11413529 @default.
• W1551758314 hasConcept C116834253 @default.
• W1551758314 hasConcept C117251300 @default.
• W1551758314 hasConcept C121332964 @default.
• W1551758314 hasConcept C126255220 @default.
• W1551758314 hasConcept C126674687 @default.
• W1551758314 hasConcept C154945302 @default.
• W1551758314 hasConcept C168136583 @default.
• W1551758314 hasConcept C177264268 @default.
• W1551758314 hasConcept C199360897 @default.
• W1551758314 hasConcept C24574437 @default.
• W1551758314 hasConcept C2776709221 @default.
• W1551758314 hasConcept C33923547 @default.
• W1551758314 hasConcept C41008148 @default.
• W1551758314 hasConcept C49937458 @default.
• W1551758314 hasConcept C52622258 @default.
• W1551758314 hasConcept C59822182 @default.
• W1551758314 hasConcept C62520636 @default.
• W1551758314 hasConcept C81917197 @default.
• W1551758314 hasConcept C86803240 @default.
• W1551758314 hasConcept C87465248 @default.
• W1551758314 hasConcept C93959086 @default.
• W1551758314 hasConceptScore W1551758314C105795698 @default.
• W1551758314 hasConceptScore W1551758314C106301342 @default.
• W1551758314 hasConceptScore W1551758314C11413529 @default.
• W1551758314 hasConceptScore W1551758314C116834253 @default.
• W1551758314 hasConceptScore W1551758314C117251300 @default.
• W1551758314 hasConceptScore W1551758314C121332964 @default.
• W1551758314 hasConceptScore W1551758314C126255220 @default.
• W1551758314 hasConceptScore W1551758314C126674687 @default.
• W1551758314 hasConceptScore W1551758314C154945302 @default.
• W1551758314 hasConceptScore W1551758314C168136583 @default.
• W1551758314 hasConceptScore W1551758314C177264268 @default.
• W1551758314 hasConceptScore W1551758314C199360897 @default.
• W1551758314 hasConceptScore W1551758314C24574437 @default.
• W1551758314 hasConceptScore W1551758314C2776709221 @default.
• W1551758314 hasConceptScore W1551758314C33923547 @default.

• next