Matches in SemOpenAlex for { <https://semopenalex.org/work/W2890966191> ?p ?o ?g. }
- W2890966191 endingPage "5813" @default.
- W2890966191 startingPage "5804" @default.
- W2890966191 abstract "Neural networks are known to model statistical interactions, but they entangle the interactions at intermediate hidden layers for shared representation learning. We propose a framework, Neural Interaction Transparency (NIT), that disentangles the shared learning across different interactions to obtain their intrinsic lower-order and interpretable structure. This is done through a novel regularizer that directly penalizes interaction order. We show that disentangling interactions reduces a feedforward neural network to a generalized additive model with interactions, which can lead to transparent models that perform comparably to the state-of-the-art models. NIT is also flexible and efficient; it can learn generalized additive models with maximum $K$-order interactions by training only $O(1)$ models." @default.
- W2890966191 created "2018-09-27" @default.
- W2890966191 creator A5017846156 @default.
- W2890966191 creator A5021293751 @default.
- W2890966191 creator A5050141186 @default.
- W2890966191 creator A5063961696 @default.
- W2890966191 creator A5071582484 @default.
- W2890966191 date "2018-01-01" @default.
- W2890966191 modified "2023-09-24" @default.
- W2890966191 title "Neural Interaction Transparency (NIT): Disentangling Learned Interactions for Improved Interpretability" @default.
- W2890966191 cites W1691728462 @default.
- W2890966191 cites W1833005471 @default.
- W2890966191 cites W1988115241 @default.
- W2890966191 cites W1996796871 @default.
- W2890966191 cites W2006398000 @default.
- W2890966191 cites W2008769302 @default.
- W2890966191 cites W2023320048 @default.
- W2890966191 cites W2046945713 @default.
- W2890966191 cites W2106100979 @default.
- W2890966191 cites W2149033360 @default.
- W2890966191 cites W2155279768 @default.
- W2890966191 cites W2173520492 @default.
- W2890966191 cites W2282821441 @default.
- W2890966191 cites W2396881363 @default.
- W2890966191 cites W2621053657 @default.
- W2890966191 cites W2753738274 @default.
- W2890966191 cites W2765308317 @default.
- W2890966191 cites W2797583072 @default.
- W2890966191 cites W2962845528 @default.
- W2890966191 cites W2963226019 @default.
- W2890966191 cites W2963424533 @default.
- W2890966191 cites W2963749936 @default.
- W2890966191 cites W2963828549 @default.
- W2890966191 cites W3118608800 @default.
- W2890966191 hasPublicationYear "2018" @default.
- W2890966191 type Work @default.
- W2890966191 sameAs 2890966191 @default.
- W2890966191 citedByCount "21" @default.
- W2890966191 countsByYear W28909661912019 @default.
- W2890966191 countsByYear W28909661912020 @default.
- W2890966191 countsByYear W28909661912021 @default.
- W2890966191 crossrefType "proceedings-article" @default.
- W2890966191 hasAuthorship W2890966191A5017846156 @default.
- W2890966191 hasAuthorship W2890966191A5021293751 @default.
- W2890966191 hasAuthorship W2890966191A5050141186 @default.
- W2890966191 hasAuthorship W2890966191A5063961696 @default.
- W2890966191 hasAuthorship W2890966191A5071582484 @default.
- W2890966191 hasConcept C119857082 @default.
- W2890966191 hasConcept C127413603 @default.
- W2890966191 hasConcept C133731056 @default.
- W2890966191 hasConcept C154945302 @default.
- W2890966191 hasConcept C17744445 @default.
- W2890966191 hasConcept C199539241 @default.
- W2890966191 hasConcept C2776359362 @default.
- W2890966191 hasConcept C2780233690 @default.
- W2890966191 hasConcept C2781067378 @default.
- W2890966191 hasConcept C38652104 @default.
- W2890966191 hasConcept C38858127 @default.
- W2890966191 hasConcept C41008148 @default.
- W2890966191 hasConcept C50644808 @default.
- W2890966191 hasConcept C94625758 @default.
- W2890966191 hasConceptScore W2890966191C119857082 @default.
- W2890966191 hasConceptScore W2890966191C127413603 @default.
- W2890966191 hasConceptScore W2890966191C133731056 @default.
- W2890966191 hasConceptScore W2890966191C154945302 @default.
- W2890966191 hasConceptScore W2890966191C17744445 @default.
- W2890966191 hasConceptScore W2890966191C199539241 @default.
- W2890966191 hasConceptScore W2890966191C2776359362 @default.
- W2890966191 hasConceptScore W2890966191C2780233690 @default.
- W2890966191 hasConceptScore W2890966191C2781067378 @default.
- W2890966191 hasConceptScore W2890966191C38652104 @default.
- W2890966191 hasConceptScore W2890966191C38858127 @default.
- W2890966191 hasConceptScore W2890966191C41008148 @default.
- W2890966191 hasConceptScore W2890966191C50644808 @default.
- W2890966191 hasConceptScore W2890966191C94625758 @default.
- W2890966191 hasLocation W28909661911 @default.
- W2890966191 hasOpenAccess W2890966191 @default.
- W2890966191 hasPrimaryLocation W28909661911 @default.
- W2890966191 hasRelatedWork W1533179050 @default.
- W2890966191 hasRelatedWork W2009662043 @default.
- W2890966191 hasRelatedWork W2046945713 @default.
- W2890966191 hasRelatedWork W2135046866 @default.
- W2890966191 hasRelatedWork W2155279768 @default.
- W2890966191 hasRelatedWork W2282821441 @default.
- W2890966191 hasRelatedWork W2295739661 @default.
- W2890966191 hasRelatedWork W2594633041 @default.
- W2890966191 hasRelatedWork W2787070805 @default.
- W2890966191 hasRelatedWork W2787337315 @default.
- W2890966191 hasRelatedWork W2910040987 @default.
- W2890966191 hasRelatedWork W2962851944 @default.
- W2890966191 hasRelatedWork W2962862931 @default.
- W2890966191 hasRelatedWork W2963424533 @default.
- W2890966191 hasRelatedWork W3004933931 @default.
- W2890966191 hasRelatedWork W3046792663 @default.
- W2890966191 hasRelatedWork W3105673225 @default.
- W2890966191 hasRelatedWork W3154412324 @default.
- W2890966191 hasRelatedWork W3159017196 @default.
- W2890966191 hasRelatedWork W3204452360 @default.