Matches in SemOpenAlex for { <https://semopenalex.org/work/W3005984470> ?p ?o ?g. }
- W3005984470 endingPage "3349" @default.
- W3005984470 startingPage "3335" @default.
- W3005984470 abstract "One major cause of performance degradation in predictive models is that the test samples are not well covered by the training data. Such not well-represented samples are called OoD samples. In this article, we propose OoDAnalyzer, a visual analysis approach for interactively identifying OoD samples and explaining them in context. Our approach integrates an ensemble OoD detection method and a grid-based visualization. The detection method is improved from deep ensembles by combining more features with algorithms in the same family. To better analyze and understand the OoD samples in context, we have developed a novel <i xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink>k</i> NN-based grid layout algorithm motivated by Hall's theorem. The algorithm approximates the optimal layout and has O( <i xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink>k</i> N <sup xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink>2</sup> )O( <i xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink>k</i> N <sup xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink>2</sup> ) time complexity, faster than the grid layout algorithm with overall best performance but O(N <sup xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink>3</sup> )O(N <sup xmlns:mml=http://www.w3.org/1998/Math/MathML xmlns:xlink=http://www.w3.org/1999/xlink>3</sup> ) time complexity. Quantitative evaluation and case studies were performed on several datasets to demonstrate the effectiveness and usefulness of OoDAnalyzer." @default.
- W3005984470 created "2020-02-24" @default.
- W3005984470 creator A5000944164 @default.
- W3005984470 creator A5015663174 @default.
- W3005984470 creator A5019821536 @default.
- W3005984470 creator A5023363049 @default.
- W3005984470 creator A5029506224 @default.
- W3005984470 creator A5038775008 @default.
- W3005984470 creator A5050474631 @default.
- W3005984470 date "2021-07-01" @default.
- W3005984470 modified "2023-10-16" @default.
- W3005984470 title "OoDAnalyzer: Interactive Analysis of Out-of-Distribution Samples" @default.
- W3005984470 cites W1484040084 @default.
- W3005984470 cites W1491719799 @default.
- W3005984470 cites W1897729025 @default.
- W3005984470 cites W1920440479 @default.
- W3005984470 cites W1930745793 @default.
- W3005984470 cites W1973803644 @default.
- W3005984470 cites W1987012068 @default.
- W3005984470 cites W2001141328 @default.
- W3005984470 cites W2009858410 @default.
- W3005984470 cites W2030246490 @default.
- W3005984470 cites W2031342017 @default.
- W3005984470 cites W2043105435 @default.
- W3005984470 cites W2067824522 @default.
- W3005984470 cites W2068963126 @default.
- W3005984470 cites W2104363966 @default.
- W3005984470 cites W2112796928 @default.
- W3005984470 cites W2117228865 @default.
- W3005984470 cites W2117539524 @default.
- W3005984470 cites W2139688603 @default.
- W3005984470 cites W2141461755 @default.
- W3005984470 cites W2141569821 @default.
- W3005984470 cites W2144407709 @default.
- W3005984470 cites W2148413148 @default.
- W3005984470 cites W2151103935 @default.
- W3005984470 cites W2171617577 @default.
- W3005984470 cites W2343061342 @default.
- W3005984470 cites W2491694318 @default.
- W3005984470 cites W2507539066 @default.
- W3005984470 cites W2588149001 @default.
- W3005984470 cites W2751305043 @default.
- W3005984470 cites W2751378044 @default.
- W3005984470 cites W2752257308 @default.
- W3005984470 cites W2752332392 @default.
- W3005984470 cites W2801605877 @default.
- W3005984470 cites W2888693151 @default.
- W3005984470 cites W2897061464 @default.
- W3005984470 cites W2899751989 @default.
- W3005984470 cites W2904982178 @default.
- W3005984470 cites W2906330222 @default.
- W3005984470 cites W2962858109 @default.
- W3005984470 cites W2972236817 @default.
- W3005984470 cites W2972458663 @default.
- W3005984470 cites W2986588672 @default.
- W3005984470 doi "https://doi.org/10.1109/tvcg.2020.2973258" @default.
- W3005984470 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/32070976" @default.
- W3005984470 hasPublicationYear "2021" @default.
- W3005984470 type Work @default.
- W3005984470 sameAs 3005984470 @default.
- W3005984470 citedByCount "28" @default.
- W3005984470 countsByYear W30059844702020 @default.
- W3005984470 countsByYear W30059844702021 @default.
- W3005984470 countsByYear W30059844702022 @default.
- W3005984470 countsByYear W30059844702023 @default.
- W3005984470 crossrefType "journal-article" @default.
- W3005984470 hasAuthorship W3005984470A5000944164 @default.
- W3005984470 hasAuthorship W3005984470A5015663174 @default.
- W3005984470 hasAuthorship W3005984470A5019821536 @default.
- W3005984470 hasAuthorship W3005984470A5023363049 @default.
- W3005984470 hasAuthorship W3005984470A5029506224 @default.
- W3005984470 hasAuthorship W3005984470A5038775008 @default.
- W3005984470 hasAuthorship W3005984470A5050474631 @default.
- W3005984470 hasBestOaLocation W30059844702 @default.
- W3005984470 hasConcept C11413529 @default.
- W3005984470 hasConcept C151730666 @default.
- W3005984470 hasConcept C154945302 @default.
- W3005984470 hasConcept C187691185 @default.
- W3005984470 hasConcept C23123220 @default.
- W3005984470 hasConcept C2524010 @default.
- W3005984470 hasConcept C2779343474 @default.
- W3005984470 hasConcept C33923547 @default.
- W3005984470 hasConcept C36464697 @default.
- W3005984470 hasConcept C41008148 @default.
- W3005984470 hasConcept C86803240 @default.
- W3005984470 hasConceptScore W3005984470C11413529 @default.
- W3005984470 hasConceptScore W3005984470C151730666 @default.
- W3005984470 hasConceptScore W3005984470C154945302 @default.
- W3005984470 hasConceptScore W3005984470C187691185 @default.
- W3005984470 hasConceptScore W3005984470C23123220 @default.
- W3005984470 hasConceptScore W3005984470C2524010 @default.
- W3005984470 hasConceptScore W3005984470C2779343474 @default.
- W3005984470 hasConceptScore W3005984470C33923547 @default.
- W3005984470 hasConceptScore W3005984470C36464697 @default.
- W3005984470 hasConceptScore W3005984470C41008148 @default.
- W3005984470 hasConceptScore W3005984470C86803240 @default.
- W3005984470 hasFunder F4320321001 @default.
- W3005984470 hasFunder F4320322392 @default.