FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2754912167> ?p ?o ?g. }

• W2754912167 abstract "The theory of statistical inference along with the strategy of divide-and-conquer for large- scale data analysis has recently attracted considerable interest due to great popularity of the MapReduce programming paradigm in the Apache Hadoop software framework. The central analytic task in the development of statistical inference in the MapReduce paradigm pertains to the method of combining results yielded from separately mapped data batches. One seminal solution based on the confidence distribution has recently been established in the setting of maximum likelihood estimation in the literature. This paper concerns a more general inferential methodology based on estimating functions, termed as the Rao-type confidence distribution, of which the maximum likelihood is a special case. This generalization provides a unified framework of statistical inference that allows regression analyses of massive data sets of important types in a parallel and scalable fashion via a distributed file system, including longitudinal data analysis, survival data analysis, and quantile regression, which cannot be handled using the maximum likelihood method. This paper investigates four important properties of the proposed method: computational scalability, statistical optimality, methodological generality, and operational robustness. In particular, the proposed method is shown to be closely connected to Hansen's generalized method of moments (GMM) and Crowder's optimality. An interesting theoretical finding is that the asymptotic efficiency of the proposed Rao-type confidence distribution estimator is always greater or equal to the estimator obtained by processing the full data once. All these properties of the proposed method are illustrated via numerical examples in both simulation studies and real-world data analyses." @default.
• W2754912167 created "2017-09-25" @default.
• W2754912167 creator A5027524625 @default.
• W2754912167 creator A5073156712 @default.
• W2754912167 date "2017-09-13" @default.
• W2754912167 modified "2023-09-27" @default.
• W2754912167 title "Scalable and Efficient Statistical Inference with Estimating Functions in the MapReduce Paradigm for Big Data" @default.
• W2754912167 cites W1532388221 @default.
• W2754912167 cites W1580788756 @default.
• W2754912167 cites W1847890728 @default.
• W2754912167 cites W1991243282 @default.
• W2754912167 cites W2005747881 @default.
• W2754912167 cites W2021261393 @default.
• W2754912167 cites W2028995298 @default.
• W2754912167 cites W2043527482 @default.
• W2754912167 cites W2078129874 @default.
• W2754912167 cites W2088246327 @default.
• W2754912167 cites W2094514589 @default.
• W2754912167 cites W2096833041 @default.
• W2754912167 cites W2125373813 @default.
• W2754912167 cites W2136725674 @default.
• W2754912167 cites W2139539678 @default.
• W2754912167 cites W2149860264 @default.
• W2754912167 cites W2154894831 @default.
• W2754912167 cites W2173213060 @default.
• W2754912167 cites W2189465200 @default.
• W2754912167 cites W2198333641 @default.
• W2754912167 cites W2291895482 @default.
• W2754912167 cites W2320865122 @default.
• W2754912167 cites W2399109940 @default.
• W2754912167 cites W2615055317 @default.
• W2754912167 cites W2951863880 @default.
• W2754912167 cites W2963126228 @default.
• W2754912167 cites W3083113686 @default.
• W2754912167 cites W3123883419 @default.
• W2754912167 cites W3125855424 @default.
• W2754912167 hasPublicationYear "2017" @default.
• W2754912167 type Work @default.
• W2754912167 sameAs 2754912167 @default.
• W2754912167 citedByCount "1" @default.
• W2754912167 countsByYear W27549121672021 @default.
• W2754912167 crossrefType "posted-content" @default.
• W2754912167 hasAuthorship W2754912167A5027524625 @default.
• W2754912167 hasAuthorship W2754912167A5073156712 @default.
• W2754912167 hasConcept C104317684 @default.
• W2754912167 hasConcept C105795698 @default.
• W2754912167 hasConcept C124101348 @default.
• W2754912167 hasConcept C134261354 @default.
• W2754912167 hasConcept C154945302 @default.
• W2754912167 hasConcept C185429906 @default.
• W2754912167 hasConcept C185592680 @default.
• W2754912167 hasConcept C2776214188 @default.
• W2754912167 hasConcept C33923547 @default.
• W2754912167 hasConcept C41008148 @default.
• W2754912167 hasConcept C48044578 @default.
• W2754912167 hasConcept C55493867 @default.
• W2754912167 hasConcept C63479239 @default.
• W2754912167 hasConcept C75684735 @default.
• W2754912167 hasConcept C77088390 @default.
• W2754912167 hasConceptScore W2754912167C104317684 @default.
• W2754912167 hasConceptScore W2754912167C105795698 @default.
• W2754912167 hasConceptScore W2754912167C124101348 @default.
• W2754912167 hasConceptScore W2754912167C134261354 @default.
• W2754912167 hasConceptScore W2754912167C154945302 @default.
• W2754912167 hasConceptScore W2754912167C185429906 @default.
• W2754912167 hasConceptScore W2754912167C185592680 @default.
• W2754912167 hasConceptScore W2754912167C2776214188 @default.
• W2754912167 hasConceptScore W2754912167C33923547 @default.
• W2754912167 hasConceptScore W2754912167C41008148 @default.
• W2754912167 hasConceptScore W2754912167C48044578 @default.
• W2754912167 hasConceptScore W2754912167C55493867 @default.
• W2754912167 hasConceptScore W2754912167C63479239 @default.
• W2754912167 hasConceptScore W2754912167C75684735 @default.
• W2754912167 hasConceptScore W2754912167C77088390 @default.
• W2754912167 hasLocation W27549121671 @default.
• W2754912167 hasOpenAccess W2754912167 @default.
• W2754912167 hasPrimaryLocation W27549121671 @default.
• W2754912167 hasRelatedWork W2050308540 @default.
• W2754912167 hasRelatedWork W2151204864 @default.
• W2754912167 hasRelatedWork W2551931512 @default.
• W2754912167 hasRelatedWork W2583311435 @default.
• W2754912167 hasRelatedWork W2593072409 @default.
• W2754912167 hasRelatedWork W2760143728 @default.
• W2754912167 hasRelatedWork W2890509297 @default.
• W2754912167 hasRelatedWork W2900802724 @default.
• W2754912167 hasRelatedWork W2963383438 @default.
• W2754912167 hasRelatedWork W3018719722 @default.
• W2754912167 hasRelatedWork W3029177749 @default.
• W2754912167 hasRelatedWork W3047472415 @default.
• W2754912167 hasRelatedWork W3092226296 @default.
• W2754912167 hasRelatedWork W3106344352 @default.
• W2754912167 hasRelatedWork W3125654536 @default.
• W2754912167 hasRelatedWork W3148907592 @default.
• W2754912167 hasRelatedWork W3170466084 @default.
• W2754912167 hasRelatedWork W3175971538 @default.
• W2754912167 hasRelatedWork W3189230820 @default.
• W2754912167 hasRelatedWork W829601458 @default.
• W2754912167 isParatext "false" @default.
• W2754912167 isRetracted "false" @default.
• W2754912167 magId "2754912167" @default.

• next