FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4364382085> ?p ?o ?g. }

• W4364382085 endingPage "3471" @default.
• W4364382085 startingPage "3455" @default.
• W4364382085 abstract "Model-agnostic tools for interpreting machine-learning models struggle to summarize the joint effects of strongly dependent features in high-dimensional feature spaces, which play an important role in pattern recognition, for example in remote sensing of landcover. This contribution proposes a novel approach that interprets machine-learning models through the lens of feature space transformations. It can be used to enhance unconditional as well as conditional post-hoc diagnostic tools including partial dependence plots, accumulated local effects plots, or permutation feature importance assessments. While the approach can also be applied to nonlinear transformations, we focus on linear ones, including principal component analysis (PCA) and a partial orthogonalization technique. Structured PCA and diagnostics along paths offer opportunities for representing domain knowledge. The new approach is implemented in the R package `wiml`, which can be combined with existing explainable machine-learning packages. A case study on remote-sensing landcover classification with 46 features is used to demonstrate the potential of the proposed approach for model interpretation by domain experts." @default.
• W4364382085 created "2023-04-12" @default.
• W4364382085 creator A5019118021 @default.
• W4364382085 date "2023-04-11" @default.
• W4364382085 modified "2023-10-05" @default.
• W4364382085 title "Interpreting machine-learning models in transformed feature space with an application to remote-sensing classification" @default.
• W4364382085 cites W1678356000 @default.
• W4364382085 cites W1894641570 @default.
• W4364382085 cites W2038546254 @default.
• W4364382085 cites W2057582245 @default.
• W4364382085 cites W2063907334 @default.
• W4364382085 cites W2065749464 @default.
• W4364382085 cites W2069231830 @default.
• W4364382085 cites W2098770874 @default.
• W4364382085 cites W2115718371 @default.
• W4364382085 cites W2135881870 @default.
• W4364382085 cites W2143481518 @default.
• W4364382085 cites W2786693279 @default.
• W4364382085 cites W2810511505 @default.
• W4364382085 cites W2896691302 @default.
• W4364382085 cites W2910705748 @default.
• W4364382085 cites W2984593886 @default.
• W4364382085 cites W2995325110 @default.
• W4364382085 cites W3033797488 @default.
• W4364382085 cites W3035517615 @default.
• W4364382085 cites W3133894893 @default.
• W4364382085 cites W3138108720 @default.
• W4364382085 cites W3158572575 @default.
• W4364382085 cites W3194043111 @default.
• W4364382085 cites W3194357095 @default.
• W4364382085 cites W3209434414 @default.
• W4364382085 cites W3214660732 @default.
• W4364382085 cites W2066898552 @default.
• W4364382085 doi "https://doi.org/10.1007/s10994-023-06327-8" @default.
• W4364382085 hasPublicationYear "2023" @default.
• W4364382085 type Work @default.
• W4364382085 citedByCount "2" @default.
• W4364382085 countsByYear W43643820852023 @default.
• W4364382085 crossrefType "journal-article" @default.
• W4364382085 hasAuthorship W4364382085A5019118021 @default.
• W4364382085 hasBestOaLocation W43643820851 @default.
• W4364382085 hasConcept C101814296 @default.
• W4364382085 hasConcept C11413529 @default.
• W4364382085 hasConcept C119857082 @default.
• W4364382085 hasConcept C120665830 @default.
• W4364382085 hasConcept C121332964 @default.
• W4364382085 hasConcept C124101348 @default.
• W4364382085 hasConcept C134306372 @default.
• W4364382085 hasConcept C138885662 @default.
• W4364382085 hasConcept C153180895 @default.
• W4364382085 hasConcept C154945302 @default.
• W4364382085 hasConcept C192209626 @default.
• W4364382085 hasConcept C199360897 @default.
• W4364382085 hasConcept C27438332 @default.
• W4364382085 hasConcept C2776401178 @default.
• W4364382085 hasConcept C2777904410 @default.
• W4364382085 hasConcept C33923547 @default.
• W4364382085 hasConcept C36503486 @default.
• W4364382085 hasConcept C41008148 @default.
• W4364382085 hasConcept C41895202 @default.
• W4364382085 hasConcept C47559304 @default.
• W4364382085 hasConcept C59404180 @default.
• W4364382085 hasConcept C83665646 @default.
• W4364382085 hasConceptScore W4364382085C101814296 @default.
• W4364382085 hasConceptScore W4364382085C11413529 @default.
• W4364382085 hasConceptScore W4364382085C119857082 @default.
• W4364382085 hasConceptScore W4364382085C120665830 @default.
• W4364382085 hasConceptScore W4364382085C121332964 @default.
• W4364382085 hasConceptScore W4364382085C124101348 @default.
• W4364382085 hasConceptScore W4364382085C134306372 @default.
• W4364382085 hasConceptScore W4364382085C138885662 @default.
• W4364382085 hasConceptScore W4364382085C153180895 @default.
• W4364382085 hasConceptScore W4364382085C154945302 @default.
• W4364382085 hasConceptScore W4364382085C192209626 @default.
• W4364382085 hasConceptScore W4364382085C199360897 @default.
• W4364382085 hasConceptScore W4364382085C27438332 @default.
• W4364382085 hasConceptScore W4364382085C2776401178 @default.
• W4364382085 hasConceptScore W4364382085C2777904410 @default.
• W4364382085 hasConceptScore W4364382085C33923547 @default.
• W4364382085 hasConceptScore W4364382085C36503486 @default.
• W4364382085 hasConceptScore W4364382085C41008148 @default.
• W4364382085 hasConceptScore W4364382085C41895202 @default.
• W4364382085 hasConceptScore W4364382085C47559304 @default.
• W4364382085 hasConceptScore W4364382085C59404180 @default.
• W4364382085 hasConceptScore W4364382085C83665646 @default.
• W4364382085 hasFunder F4320313941 @default.
• W4364382085 hasIssue "9" @default.
• W4364382085 hasLocation W43643820851 @default.
• W4364382085 hasLocation W43643820852 @default.
• W4364382085 hasLocation W43643820853 @default.
• W4364382085 hasOpenAccess W4364382085 @default.
• W4364382085 hasPrimaryLocation W43643820851 @default.
• W4364382085 hasRelatedWork W2085553065 @default.
• W4364382085 hasRelatedWork W2350910173 @default.
• W4364382085 hasRelatedWork W2380927352 @default.
• W4364382085 hasRelatedWork W2546942002 @default.
• W4364382085 hasRelatedWork W2944661354 @default.
• W4364382085 hasRelatedWork W2970216048 @default.

• next