FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4313183900> ?p ?o ?g. }

• W4313183900 endingPage "216" @default.
• W4313183900 startingPage "200" @default.
• W4313183900 abstract "In this paper, we discuss the importance of considering causal relations in the development of machine learning solutions to prevent factors hampering the robustness and generalisation capacity of the models, such as induced biases. This issue often arises when the algorithm decision is affected by confounding factors. In this work, we argue that the integration of research assumptions as causal relationships can help identify potential confounders. Together with metadata information, it can enable meta-comparison of data acquisition pipelines. We call for standardised meta-information practices as a crucial step for proper machine learning solutions development, validation, and data sharing. Such practices include detailing the data acquisition process, aiming for automatic integration of causal relationships and actionable metadata." @default.
• W4313183900 created "2023-01-06" @default.
• W4313183900 creator A5027866955 @default.
• W4313183900 creator A5029753264 @default.
• W4313183900 creator A5031002895 @default.
• W4313183900 date "2022-01-01" @default.
• W4313183900 modified "2023-09-28" @default.
• W4313183900 title "The Need of Standardised Metadata to Encode Causal Relationships: Towards Safer Data-Driven Machine Learning Biological Solutions" @default.
• W4313183900 cites W2096192437 @default.
• W4313183900 cites W2128763542 @default.
• W4313183900 cites W2141297584 @default.
• W4313183900 cites W2302501749 @default.
• W4313183900 cites W2502949459 @default.
• W4313183900 cites W2592929672 @default.
• W4313183900 cites W2792919287 @default.
• W4313183900 cites W2921495327 @default.
• W4313183900 cites W2945103729 @default.
• W4313183900 cites W2951934944 @default.
• W4313183900 cites W2968511602 @default.
• W4313183900 cites W3044971416 @default.
• W4313183900 cites W3080133182 @default.
• W4313183900 cites W3093084901 @default.
• W4313183900 cites W3098100992 @default.
• W4313183900 cites W3100279624 @default.
• W4313183900 cites W3117326807 @default.
• W4313183900 cites W3118577024 @default.
• W4313183900 cites W3118813946 @default.
• W4313183900 cites W3121482008 @default.
• W4313183900 cites W3135130381 @default.
• W4313183900 cites W3135371071 @default.
• W4313183900 cites W3157059443 @default.
• W4313183900 cites W3158317643 @default.
• W4313183900 cites W3178436058 @default.
• W4313183900 cites W3178862140 @default.
• W4313183900 cites W3186118520 @default.
• W4313183900 cites W3200572611 @default.
• W4313183900 cites W3204899787 @default.
• W4313183900 cites W4221073740 @default.
• W4313183900 doi "https://doi.org/10.1007/978-3-031-20837-9_16" @default.
• W4313183900 hasPublicationYear "2022" @default.
• W4313183900 type Work @default.
• W4313183900 citedByCount "2" @default.
• W4313183900 countsByYear W43131839002023 @default.
• W4313183900 crossrefType "book-chapter" @default.
• W4313183900 hasAuthorship W4313183900A5027866955 @default.
• W4313183900 hasAuthorship W4313183900A5029753264 @default.
• W4313183900 hasAuthorship W4313183900A5031002895 @default.
• W4313183900 hasBestOaLocation W43131839002 @default.
• W4313183900 hasConcept C104317684 @default.
• W4313183900 hasConcept C105795698 @default.
• W4313183900 hasConcept C111919701 @default.
• W4313183900 hasConcept C119857082 @default.
• W4313183900 hasConcept C124101348 @default.
• W4313183900 hasConcept C136764020 @default.
• W4313183900 hasConcept C154945302 @default.
• W4313183900 hasConcept C185592680 @default.
• W4313183900 hasConcept C187191949 @default.
• W4313183900 hasConcept C2522767166 @default.
• W4313183900 hasConcept C2776654903 @default.
• W4313183900 hasConcept C33923547 @default.
• W4313183900 hasConcept C38652104 @default.
• W4313183900 hasConcept C41008148 @default.
• W4313183900 hasConcept C55493867 @default.
• W4313183900 hasConcept C63479239 @default.
• W4313183900 hasConcept C66746571 @default.
• W4313183900 hasConcept C77350462 @default.
• W4313183900 hasConcept C93518851 @default.
• W4313183900 hasConcept C98045186 @default.
• W4313183900 hasConceptScore W4313183900C104317684 @default.
• W4313183900 hasConceptScore W4313183900C105795698 @default.
• W4313183900 hasConceptScore W4313183900C111919701 @default.
• W4313183900 hasConceptScore W4313183900C119857082 @default.
• W4313183900 hasConceptScore W4313183900C124101348 @default.
• W4313183900 hasConceptScore W4313183900C136764020 @default.
• W4313183900 hasConceptScore W4313183900C154945302 @default.
• W4313183900 hasConceptScore W4313183900C185592680 @default.
• W4313183900 hasConceptScore W4313183900C187191949 @default.
• W4313183900 hasConceptScore W4313183900C2522767166 @default.
• W4313183900 hasConceptScore W4313183900C2776654903 @default.
• W4313183900 hasConceptScore W4313183900C33923547 @default.
• W4313183900 hasConceptScore W4313183900C38652104 @default.
• W4313183900 hasConceptScore W4313183900C41008148 @default.
• W4313183900 hasConceptScore W4313183900C55493867 @default.
• W4313183900 hasConceptScore W4313183900C63479239 @default.
• W4313183900 hasConceptScore W4313183900C66746571 @default.
• W4313183900 hasConceptScore W4313183900C77350462 @default.
• W4313183900 hasConceptScore W4313183900C93518851 @default.
• W4313183900 hasConceptScore W4313183900C98045186 @default.
• W4313183900 hasLocation W43131839001 @default.
• W4313183900 hasLocation W43131839002 @default.
• W4313183900 hasOpenAccess W4313183900 @default.
• W4313183900 hasPrimaryLocation W43131839001 @default.
• W4313183900 hasRelatedWork W1992807924 @default.
• W4313183900 hasRelatedWork W2062427795 @default.
• W4313183900 hasRelatedWork W2335932981 @default.
• W4313183900 hasRelatedWork W2354642172 @default.
• W4313183900 hasRelatedWork W2360553097 @default.
• W4313183900 hasRelatedWork W2361349944 @default.

• next