FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2921877550> ?p ?o ?g. }

• W2921877550 abstract "Machine learning models often excel in the accuracy of their predictions but are opaque due to their non-linear and non-parametric structure. This makes statistical inference challenging and disqualifies them from many applications where model interpretability is crucial. This paper proposes the Shapley regression framework as an approach for statistical inference on non-linear or non-parametric models. Inference is performed based on the Shapley value decomposition of a model, a pay-off concept from cooperative game theory. I show that universal approximators from machine learning are estimation consistent and introduce hypothesis tests for individual variable contributions, model bias and parametric functional forms. The inference properties of state-of-the-art machine learning models - like artificial neural networks, support vector machines and random forests - are investigated using numerical simulations and real-world data. The proposed framework is unique in the sense that it is identical to the conventional case of statistical inference on a linear model if the model is linear in parameters. This makes it a well-motivated extension to more general models and strengthens the case for the use of machine learning to inform decisions." @default.
• W2921877550 created "2019-03-22" @default.
• W2921877550 creator A5008516941 @default.
• W2921877550 date "2019-03-11" @default.
• W2921877550 modified "2023-09-26" @default.
• W2921877550 title "Shapley regressions: A framework for statistical inference on machine learning models." @default.
• W2921877550 cites W1521062204 @default.
• W2921877550 cites W1562353621 @default.
• W2921877550 cites W1698155719 @default.
• W2921877550 cites W1971916086 @default.
• W2921877550 cites W1998438337 @default.
• W2921877550 cites W2038845890 @default.
• W2921877550 cites W2056132907 @default.
• W2921877550 cites W2059507684 @default.
• W2921877550 cites W2064360179 @default.
• W2921877550 cites W2075672181 @default.
• W2921877550 cites W2076313409 @default.
• W2921877550 cites W2078894510 @default.
• W2921877550 cites W2084341220 @default.
• W2921877550 cites W2101234009 @default.
• W2921877550 cites W2102099143 @default.
• W2921877550 cites W2103496339 @default.
• W2921877550 cites W2113517874 @default.
• W2921877550 cites W2132917208 @default.
• W2921877550 cites W2137690105 @default.
• W2921877550 cites W2150940164 @default.
• W2921877550 cites W2161086430 @default.
• W2921877550 cites W2195589765 @default.
• W2921877550 cites W2214916291 @default.
• W2921877550 cites W2282821441 @default.
• W2921877550 cites W2515189678 @default.
• W2921877550 cites W2526265550 @default.
• W2921877550 cites W2557283755 @default.
• W2921877550 cites W2610886376 @default.
• W2921877550 cites W2622003161 @default.
• W2921877550 cites W27434444 @default.
• W2921877550 cites W2750812801 @default.
• W2921877550 cites W2962862931 @default.
• W2921877550 cites W3034764457 @default.
• W2921877550 cites W3103988912 @default.
• W2921877550 cites W3122958054 @default.
• W2921877550 cites W3124043095 @default.
• W2921877550 cites W3144040573 @default.
• W2921877550 hasPublicationYear "2019" @default.
• W2921877550 type Work @default.
• W2921877550 sameAs 2921877550 @default.
• W2921877550 citedByCount "2" @default.
• W2921877550 countsByYear W29218775502021 @default.
• W2921877550 crossrefType "posted-content" @default.
• W2921877550 hasAuthorship W2921877550A5008516941 @default.
• W2921877550 hasConcept C105795698 @default.
• W2921877550 hasConcept C117251300 @default.
• W2921877550 hasConcept C119857082 @default.
• W2921877550 hasConcept C12267149 @default.
• W2921877550 hasConcept C134261354 @default.
• W2921877550 hasConcept C154945302 @default.
• W2921877550 hasConcept C163175372 @default.
• W2921877550 hasConcept C2776214188 @default.
• W2921877550 hasConcept C2781067378 @default.
• W2921877550 hasConcept C33923547 @default.
• W2921877550 hasConcept C41008148 @default.
• W2921877550 hasConcept C50644808 @default.
• W2921877550 hasConceptScore W2921877550C105795698 @default.
• W2921877550 hasConceptScore W2921877550C117251300 @default.
• W2921877550 hasConceptScore W2921877550C119857082 @default.
• W2921877550 hasConceptScore W2921877550C12267149 @default.
• W2921877550 hasConceptScore W2921877550C134261354 @default.
• W2921877550 hasConceptScore W2921877550C154945302 @default.
• W2921877550 hasConceptScore W2921877550C163175372 @default.
• W2921877550 hasConceptScore W2921877550C2776214188 @default.
• W2921877550 hasConceptScore W2921877550C2781067378 @default.
• W2921877550 hasConceptScore W2921877550C33923547 @default.
• W2921877550 hasConceptScore W2921877550C41008148 @default.
• W2921877550 hasConceptScore W2921877550C50644808 @default.
• W2921877550 hasLocation W29218775501 @default.
• W2921877550 hasOpenAccess W2921877550 @default.
• W2921877550 hasPrimaryLocation W29218775501 @default.
• W2921877550 hasRelatedWork W1524037464 @default.
• W2921877550 hasRelatedWork W2127732048 @default.
• W2921877550 hasRelatedWork W2149858466 @default.
• W2921877550 hasRelatedWork W2163403121 @default.
• W2921877550 hasRelatedWork W2208715970 @default.
• W2921877550 hasRelatedWork W2289866444 @default.
• W2921877550 hasRelatedWork W2533534126 @default.
• W2921877550 hasRelatedWork W2883728926 @default.
• W2921877550 hasRelatedWork W2892214563 @default.
• W2921877550 hasRelatedWork W2964328039 @default.
• W2921877550 hasRelatedWork W3006943238 @default.
• W2921877550 hasRelatedWork W3012496101 @default.
• W2921877550 hasRelatedWork W3018228603 @default.
• W2921877550 hasRelatedWork W3019080605 @default.
• W2921877550 hasRelatedWork W3091754656 @default.
• W2921877550 hasRelatedWork W3103978149 @default.
• W2921877550 hasRelatedWork W3121986705 @default.
• W2921877550 hasRelatedWork W3124636427 @default.
• W2921877550 hasRelatedWork W3134730708 @default.
• W2921877550 hasRelatedWork W3167130483 @default.
• W2921877550 isParatext "false" @default.
• W2921877550 isRetracted "false" @default.
• W2921877550 magId "2921877550" @default.

• next