FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2962938426> ?p ?o ?g. }

• W2962938426 endingPage "846" @default.
• W2962938426 startingPage "834" @default.
• W2962938426 abstract "The expectation-maximization (EM) algorithm is a well-known iterative method for computing maximum likelihood estimates in a variety of statistical problems. Despite its numerous advantages, a main drawback of the EM algorithm is its frequently observed slow convergence which often hinders the application of EM algorithms in high-dimensional problems or in other complex settings. To address the need for more rapidly convergent EM algorithms, we describe a new class of acceleration schemes that build on the Anderson acceleration technique for speeding fixed-point iterations. Our approach is effective at greatly accelerating the convergence of EM algorithms and is automatically scalable to high-dimensional settings. Through the introduction of periodic algorithm restarts and a damping factor, our acceleration scheme provides faster and more robust convergence when compared to un-modified Anderson acceleration, while also improving global convergence. Crucially, our method works as an “off-the-shelf” method in that it may be directly used to accelerate any EM algorithm without relying on the use of any model-specific features or insights. Through a series of simulation studies involving five representative problems, we show that our algorithm is substantially faster than the existing state-of-art acceleration schemes. The acceleration schemes described in this paper are implemented in the R package daarem which is available from the comprehensive R archive network (https://cran.r-project.org). Supplementary materials for this article are available online." @default.
• W2962938426 created "2019-07-30" @default.
• W2962938426 creator A5003087080 @default.
• W2962938426 creator A5073980557 @default.
• W2962938426 date "2019-05-28" @default.
• W2962938426 modified "2023-10-16" @default.
• W2962938426 title "Damped Anderson Acceleration With Restarts and Monotonicity Control for Accelerating EM and EM-like Algorithms" @default.
• W2962938426 cites W1859634276 @default.
• W2962938426 cites W1965000533 @default.
• W2962938426 cites W1966801132 @default.
• W2962938426 cites W1967639437 @default.
• W2962938426 cites W1983354332 @default.
• W2962938426 cites W2002774670 @default.
• W2962938426 cites W2004140015 @default.
• W2962938426 cites W2004162424 @default.
• W2962938426 cites W2008049885 @default.
• W2962938426 cites W2013183108 @default.
• W2962938426 cites W2024759538 @default.
• W2962938426 cites W2029761439 @default.
• W2962938426 cites W2035799816 @default.
• W2962938426 cites W2038281434 @default.
• W2962938426 cites W2043382734 @default.
• W2962938426 cites W2049633694 @default.
• W2962938426 cites W2060053092 @default.
• W2962938426 cites W2076007362 @default.
• W2962938426 cites W2087070363 @default.
• W2962938426 cites W2091276705 @default.
• W2962938426 cites W2100514507 @default.
• W2962938426 cites W2104198521 @default.
• W2962938426 cites W2110861991 @default.
• W2962938426 cites W2118254160 @default.
• W2962938426 cites W2119444539 @default.
• W2962938426 cites W2139575253 @default.
• W2962938426 cites W2140153041 @default.
• W2962938426 cites W2256578114 @default.
• W2962938426 cites W2962938426 @default.
• W2962938426 cites W4245247722 @default.
• W2962938426 cites W4255600897 @default.
• W2962938426 cites W794304800 @default.
• W2962938426 doi "https://doi.org/10.1080/10618600.2019.1594835" @default.
• W2962938426 hasPublicationYear "2019" @default.
• W2962938426 type Work @default.
• W2962938426 sameAs 2962938426 @default.
• W2962938426 citedByCount "42" @default.
• W2962938426 countsByYear W29629384262018 @default.
• W2962938426 countsByYear W29629384262019 @default.
• W2962938426 countsByYear W29629384262020 @default.
• W2962938426 countsByYear W29629384262021 @default.
• W2962938426 countsByYear W29629384262022 @default.
• W2962938426 countsByYear W29629384262023 @default.
• W2962938426 crossrefType "journal-article" @default.
• W2962938426 hasAuthorship W2962938426A5003087080 @default.
• W2962938426 hasAuthorship W2962938426A5073980557 @default.
• W2962938426 hasBestOaLocation W29629384262 @default.
• W2962938426 hasConcept C11413529 @default.
• W2962938426 hasConcept C117896860 @default.
• W2962938426 hasConcept C121332964 @default.
• W2962938426 hasConcept C126255220 @default.
• W2962938426 hasConcept C134306372 @default.
• W2962938426 hasConcept C162324750 @default.
• W2962938426 hasConcept C26517878 @default.
• W2962938426 hasConcept C2777303404 @default.
• W2962938426 hasConcept C33923547 @default.
• W2962938426 hasConcept C38652104 @default.
• W2962938426 hasConcept C41008148 @default.
• W2962938426 hasConcept C48044578 @default.
• W2962938426 hasConcept C50522688 @default.
• W2962938426 hasConcept C57869625 @default.
• W2962938426 hasConcept C72169020 @default.
• W2962938426 hasConcept C74650414 @default.
• W2962938426 hasConcept C77088390 @default.
• W2962938426 hasConceptScore W2962938426C11413529 @default.
• W2962938426 hasConceptScore W2962938426C117896860 @default.
• W2962938426 hasConceptScore W2962938426C121332964 @default.
• W2962938426 hasConceptScore W2962938426C126255220 @default.
• W2962938426 hasConceptScore W2962938426C134306372 @default.
• W2962938426 hasConceptScore W2962938426C162324750 @default.
• W2962938426 hasConceptScore W2962938426C26517878 @default.
• W2962938426 hasConceptScore W2962938426C2777303404 @default.
• W2962938426 hasConceptScore W2962938426C33923547 @default.
• W2962938426 hasConceptScore W2962938426C38652104 @default.
• W2962938426 hasConceptScore W2962938426C41008148 @default.
• W2962938426 hasConceptScore W2962938426C48044578 @default.
• W2962938426 hasConceptScore W2962938426C50522688 @default.
• W2962938426 hasConceptScore W2962938426C57869625 @default.
• W2962938426 hasConceptScore W2962938426C72169020 @default.
• W2962938426 hasConceptScore W2962938426C74650414 @default.
• W2962938426 hasConceptScore W2962938426C77088390 @default.
• W2962938426 hasFunder F4320337351 @default.
• W2962938426 hasIssue "4" @default.
• W2962938426 hasLocation W29629384261 @default.
• W2962938426 hasLocation W29629384262 @default.
• W2962938426 hasOpenAccess W2962938426 @default.
• W2962938426 hasPrimaryLocation W29629384261 @default.
• W2962938426 hasRelatedWork W1525643724 @default.
• W2962938426 hasRelatedWork W1976900201 @default.
• W2962938426 hasRelatedWork W200242438 @default.
• W2962938426 hasRelatedWork W2067938758 @default.

• next