FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3048778589> ?p ?o ?g. }

• W3048778589 abstract "In many modern image-classification applications, understanding the cause of model's prediction can be as critical as the prediction's accuracy itself. Various feature-based local explanations generation methods have been designed to give us more insights on the decision of complex classifiers. Nevertheless, there is no consensus on evaluating the quality of different explanations. In response to this lack of comprehensive evaluation, we introduce the c-Eval metric and its corresponding framework to quantify the feature-based local explanation's quality. Given a classifier's prediction and the corresponding explanation on that prediction, c-Eval is the minimum-distortion perturbation that successfully alters the prediction while keeping the explanation's features unchanged. We then demonstrate how c-Eval can be computed using some modifications on existing adversarial generation libraries. To show that c-Eval captures the importance of input's features, we establish the connection between c-Eval and the features returned by explainers in affine and nearly-affine classifiers. We then introduce the c-Eval plot, which not only displays a strong connection between c-Eval and explainers' quality, but also helps automatically determine explainer's parameters. Since the generation of c-Eval relies on adversarial generation, we provide a demo of c-Eval on adversarial-robust models and show that the metric is applicable in those models. Finally, extensive experiments of explainers on different datasets are conducted to support the adoption of c-Eval in evaluating explainers' performance." @default.
• W3048778589 created "2020-08-18" @default.
• W3048778589 creator A5005663679 @default.
• W3048778589 creator A5015023976 @default.
• W3048778589 creator A5031558727 @default.
• W3048778589 creator A5060481572 @default.
• W3048778589 creator A5063231826 @default.
• W3048778589 date "2019-06-05" @default.
• W3048778589 modified "2023-09-26" @default.
• W3048778589 title "c-Eval: A Unified Metric to Evaluate Feature-based Explanations via Perturbation" @default.
• W3048778589 cites W1570088706 @default.
• W3048778589 cites W1787224781 @default.
• W3048778589 cites W198744195 @default.
• W3048778589 cites W2097310377 @default.
• W3048778589 cites W2112796928 @default.
• W3048778589 cites W2113211233 @default.
• W3048778589 cites W2155904486 @default.
• W3048778589 cites W2183341477 @default.
• W3048778589 cites W2194775991 @default.
• W3048778589 cites W2240067561 @default.
• W3048778589 cites W2282821441 @default.
• W3048778589 cites W2553389628 @default.
• W3048778589 cites W2581082771 @default.
• W3048778589 cites W2594633041 @default.
• W3048778589 cites W2605409611 @default.
• W3048778589 cites W2626639386 @default.
• W3048778589 cites W2735607295 @default.
• W3048778589 cites W2788403449 @default.
• W3048778589 cites W2916286792 @default.
• W3048778589 cites W2962790223 @default.
• W3048778589 cites W2962835968 @default.
• W3048778589 cites W2962851944 @default.
• W3048778589 cites W2962858109 @default.
• W3048778589 cites W2962862931 @default.
• W3048778589 cites W2963207607 @default.
• W3048778589 cites W2963382180 @default.
• W3048778589 cites W2963542245 @default.
• W3048778589 cites W2963857521 @default.
• W3048778589 cites W2964121744 @default.
• W3048778589 cites W2964153729 @default.
• W3048778589 cites W3118608800 @default.
• W3048778589 hasPublicationYear "2019" @default.
• W3048778589 type Work @default.
• W3048778589 sameAs 3048778589 @default.
• W3048778589 citedByCount "6" @default.
• W3048778589 countsByYear W30487785892019 @default.
• W3048778589 countsByYear W30487785892020 @default.
• W3048778589 countsByYear W30487785892021 @default.
• W3048778589 crossrefType "posted-content" @default.
• W3048778589 hasAuthorship W3048778589A5005663679 @default.
• W3048778589 hasAuthorship W3048778589A5015023976 @default.
• W3048778589 hasAuthorship W3048778589A5031558727 @default.
• W3048778589 hasAuthorship W3048778589A5060481572 @default.
• W3048778589 hasAuthorship W3048778589A5063231826 @default.
• W3048778589 hasConcept C119857082 @default.
• W3048778589 hasConcept C153180895 @default.
• W3048778589 hasConcept C154945302 @default.
• W3048778589 hasConcept C162324750 @default.
• W3048778589 hasConcept C176217482 @default.
• W3048778589 hasConcept C202444582 @default.
• W3048778589 hasConcept C21547014 @default.
• W3048778589 hasConcept C33923547 @default.
• W3048778589 hasConcept C37736160 @default.
• W3048778589 hasConcept C41008148 @default.
• W3048778589 hasConcept C92757383 @default.
• W3048778589 hasConcept C95623464 @default.
• W3048778589 hasConceptScore W3048778589C119857082 @default.
• W3048778589 hasConceptScore W3048778589C153180895 @default.
• W3048778589 hasConceptScore W3048778589C154945302 @default.
• W3048778589 hasConceptScore W3048778589C162324750 @default.
• W3048778589 hasConceptScore W3048778589C176217482 @default.
• W3048778589 hasConceptScore W3048778589C202444582 @default.
• W3048778589 hasConceptScore W3048778589C21547014 @default.
• W3048778589 hasConceptScore W3048778589C33923547 @default.
• W3048778589 hasConceptScore W3048778589C37736160 @default.
• W3048778589 hasConceptScore W3048778589C41008148 @default.
• W3048778589 hasConceptScore W3048778589C92757383 @default.
• W3048778589 hasConceptScore W3048778589C95623464 @default.
• W3048778589 hasLocation W30487785891 @default.
• W3048778589 hasOpenAccess W3048778589 @default.
• W3048778589 hasPrimaryLocation W30487785891 @default.
• W3048778589 hasRelatedWork W1580788756 @default.
• W3048778589 hasRelatedWork W1997413230 @default.
• W3048778589 hasRelatedWork W2043681863 @default.
• W3048778589 hasRelatedWork W2150480892 @default.
• W3048778589 hasRelatedWork W2282821441 @default.
• W3048778589 hasRelatedWork W2891503716 @default.
• W3048778589 hasRelatedWork W2910705748 @default.
• W3048778589 hasRelatedWork W2945976633 @default.
• W3048778589 hasRelatedWork W2962772482 @default.
• W3048778589 hasRelatedWork W2962862931 @default.
• W3048778589 hasRelatedWork W2964303497 @default.
• W3048778589 hasRelatedWork W2972059645 @default.
• W3048778589 hasRelatedWork W2972305668 @default.
• W3048778589 hasRelatedWork W2972978833 @default.
• W3048778589 hasRelatedWork W2996061341 @default.
• W3048778589 hasRelatedWork W2997428643 @default.
• W3048778589 hasRelatedWork W3000120900 @default.
• W3048778589 hasRelatedWork W3101609372 @default.
• W3048778589 hasRelatedWork W3122175177 @default.

• next