Matches in SemOpenAlex for { <https://semopenalex.org/work/W4206148563> ?p ?o ?g. }
Showing items 1 to 67 of
67
with 100 items per page.
- W4206148563 abstract "While Deep Neural Networks (DNNs) are achieving state-of-the-art performance on medical domains across a variety of tasks, the need for explainability of model predictions in these high-stakes tasks is still lacking. Current for the explainability in model predictions potentially relies on the supervised counterfactual generation that is time-consuming and direction uncontrollable. Yet, the counterfactual generation needs to be easy to implement and have a controllable direction. In light of this trend, we propose an approach for the unsupervised latent direction search of black-box models that are steerable to the user by enabling the user to effectively explore counterfactual generation in a directional way, without relying on domain- or data-specific assumptions. To identify these explainable directions, we use Principal Component Analysis (PCA), a general manifold learning framework to extract low-dimensional subspaces based on a local noise injection of the pre-trained generative model, so that a small perturbation in the subspaces would provide enough change in the resulting data. With experiments on three real-world CXR datasets involving 6 tasks, we find that our approach is capable of learning explainable predictions that discard unrelated confounding factors. Moreover, our method enables practitioners to edit directions to better understand which features are used for predictions." @default.
- W4206148563 created "2022-01-25" @default.
- W4206148563 creator A5012772285 @default.
- W4206148563 creator A5027627793 @default.
- W4206148563 creator A5035752387 @default.
- W4206148563 creator A5038703976 @default.
- W4206148563 creator A5065124294 @default.
- W4206148563 creator A5074104093 @default.
- W4206148563 date "2021-12-09" @default.
- W4206148563 modified "2023-10-16" @default.
- W4206148563 title "DCFG: Discovering Directional CounterFactual Generation for Chest X-rays" @default.
- W4206148563 doi "https://doi.org/10.1109/bibm52615.2021.9669770" @default.
- W4206148563 hasPublicationYear "2021" @default.
- W4206148563 type Work @default.
- W4206148563 citedByCount "0" @default.
- W4206148563 crossrefType "proceedings-article" @default.
- W4206148563 hasAuthorship W4206148563A5012772285 @default.
- W4206148563 hasAuthorship W4206148563A5027627793 @default.
- W4206148563 hasAuthorship W4206148563A5035752387 @default.
- W4206148563 hasAuthorship W4206148563A5038703976 @default.
- W4206148563 hasAuthorship W4206148563A5065124294 @default.
- W4206148563 hasAuthorship W4206148563A5074104093 @default.
- W4206148563 hasConcept C108650721 @default.
- W4206148563 hasConcept C111472728 @default.
- W4206148563 hasConcept C119857082 @default.
- W4206148563 hasConcept C12362212 @default.
- W4206148563 hasConcept C138885662 @default.
- W4206148563 hasConcept C153180895 @default.
- W4206148563 hasConcept C154945302 @default.
- W4206148563 hasConcept C167966045 @default.
- W4206148563 hasConcept C2524010 @default.
- W4206148563 hasConcept C27438332 @default.
- W4206148563 hasConcept C32834561 @default.
- W4206148563 hasConcept C33923547 @default.
- W4206148563 hasConcept C39890363 @default.
- W4206148563 hasConcept C41008148 @default.
- W4206148563 hasConceptScore W4206148563C108650721 @default.
- W4206148563 hasConceptScore W4206148563C111472728 @default.
- W4206148563 hasConceptScore W4206148563C119857082 @default.
- W4206148563 hasConceptScore W4206148563C12362212 @default.
- W4206148563 hasConceptScore W4206148563C138885662 @default.
- W4206148563 hasConceptScore W4206148563C153180895 @default.
- W4206148563 hasConceptScore W4206148563C154945302 @default.
- W4206148563 hasConceptScore W4206148563C167966045 @default.
- W4206148563 hasConceptScore W4206148563C2524010 @default.
- W4206148563 hasConceptScore W4206148563C27438332 @default.
- W4206148563 hasConceptScore W4206148563C32834561 @default.
- W4206148563 hasConceptScore W4206148563C33923547 @default.
- W4206148563 hasConceptScore W4206148563C39890363 @default.
- W4206148563 hasConceptScore W4206148563C41008148 @default.
- W4206148563 hasFunder F4320321001 @default.
- W4206148563 hasLocation W42061485631 @default.
- W4206148563 hasOpenAccess W4206148563 @default.
- W4206148563 hasPrimaryLocation W42061485631 @default.
- W4206148563 hasRelatedWork W1996238891 @default.
- W4206148563 hasRelatedWork W202122401 @default.
- W4206148563 hasRelatedWork W2065962751 @default.
- W4206148563 hasRelatedWork W2108334821 @default.
- W4206148563 hasRelatedWork W2117190566 @default.
- W4206148563 hasRelatedWork W2121787161 @default.
- W4206148563 hasRelatedWork W2126175004 @default.
- W4206148563 hasRelatedWork W2128580395 @default.
- W4206148563 hasRelatedWork W2170762631 @default.
- W4206148563 hasRelatedWork W2185562971 @default.
- W4206148563 isParatext "false" @default.
- W4206148563 isRetracted "false" @default.
- W4206148563 workType "article" @default.