Matches in SemOpenAlex for { <https://semopenalex.org/work/W2964138484> ?p ?o ?g. }
Showing items 1 to 98 of
98
with 100 items per page.
- W2964138484 abstract "Recent studies have shown that deep neural networks (DNNs) perform significantly better than shallow networks and Gaussian mixture models (GMMs) on large vocabulary speech recognition tasks. In this paper, we argue that the improved accuracy achieved by the DNNs is the result of their ability to extract discriminative internal representations that are robust to the many sources of variability in speech signals. We show that these representations become increasingly insensitive to small perturbations in the input with increasing network depth, which leads to better speech recognition performance with deeper networks. We also show that DNNs cannot extrapolate to test samples that are substantially different from the training examples. If the training data are sufficiently representative, however, internal features learned by the DNN are relatively stable with respect to speaker differences, bandwidth differences, and environment distortion. This enables DNN-based recognizers to perform as well or better than state-of-the-art systems based on GMMs or shallow networks without the need for explicit model adaptation or feature normalization." @default.
- W2964138484 created "2019-07-30" @default.
- W2964138484 creator A5029670581 @default.
- W2964138484 creator A5034476404 @default.
- W2964138484 creator A5041313589 @default.
- W2964138484 creator A5045413298 @default.
- W2964138484 creator A5072932051 @default.
- W2964138484 date "2013-01-16" @default.
- W2964138484 modified "2023-09-24" @default.
- W2964138484 title "Feature Learning in Deep Neural Networks - Studies on Speech Recognition Tasks" @default.
- W2964138484 cites W1520448186 @default.
- W2964138484 cites W1573570773 @default.
- W2964138484 cites W1877570817 @default.
- W2964138484 cites W1976637928 @default.
- W2964138484 cites W2002342963 @default.
- W2964138484 cites W2013598660 @default.
- W2964138484 cites W2067117291 @default.
- W2964138484 cites W2076794394 @default.
- W2964138484 cites W2093028810 @default.
- W2964138484 cites W2110017413 @default.
- W2964138484 cites W2112984492 @default.
- W2964138484 cites W2118497033 @default.
- W2964138484 cites W2125964738 @default.
- W2964138484 cites W2146423524 @default.
- W2964138484 cites W2147768505 @default.
- W2964138484 cites W2150907703 @default.
- W2964138484 cites W2160306971 @default.
- W2964138484 cites W217970951 @default.
- W2964138484 cites W2394932179 @default.
- W2964138484 doi "https://doi.org/10.48550/arxiv.1301.3605" @default.
- W2964138484 hasPublicationYear "2013" @default.
- W2964138484 type Work @default.
- W2964138484 sameAs 2964138484 @default.
- W2964138484 citedByCount "38" @default.
- W2964138484 countsByYear W29641384842013 @default.
- W2964138484 countsByYear W29641384842014 @default.
- W2964138484 countsByYear W29641384842015 @default.
- W2964138484 countsByYear W29641384842016 @default.
- W2964138484 countsByYear W29641384842017 @default.
- W2964138484 countsByYear W29641384842018 @default.
- W2964138484 countsByYear W29641384842019 @default.
- W2964138484 countsByYear W29641384842020 @default.
- W2964138484 countsByYear W29641384842021 @default.
- W2964138484 countsByYear W29641384842022 @default.
- W2964138484 crossrefType "posted-content" @default.
- W2964138484 hasAuthorship W2964138484A5029670581 @default.
- W2964138484 hasAuthorship W2964138484A5034476404 @default.
- W2964138484 hasAuthorship W2964138484A5041313589 @default.
- W2964138484 hasAuthorship W2964138484A5045413298 @default.
- W2964138484 hasAuthorship W2964138484A5072932051 @default.
- W2964138484 hasBestOaLocation W29641384841 @default.
- W2964138484 hasConcept C136886441 @default.
- W2964138484 hasConcept C138885662 @default.
- W2964138484 hasConcept C144024400 @default.
- W2964138484 hasConcept C153180895 @default.
- W2964138484 hasConcept C154945302 @default.
- W2964138484 hasConcept C19165224 @default.
- W2964138484 hasConcept C2776401178 @default.
- W2964138484 hasConcept C2777601683 @default.
- W2964138484 hasConcept C28490314 @default.
- W2964138484 hasConcept C2984842247 @default.
- W2964138484 hasConcept C41008148 @default.
- W2964138484 hasConcept C41895202 @default.
- W2964138484 hasConcept C50644808 @default.
- W2964138484 hasConcept C61224824 @default.
- W2964138484 hasConcept C97931131 @default.
- W2964138484 hasConceptScore W2964138484C136886441 @default.
- W2964138484 hasConceptScore W2964138484C138885662 @default.
- W2964138484 hasConceptScore W2964138484C144024400 @default.
- W2964138484 hasConceptScore W2964138484C153180895 @default.
- W2964138484 hasConceptScore W2964138484C154945302 @default.
- W2964138484 hasConceptScore W2964138484C19165224 @default.
- W2964138484 hasConceptScore W2964138484C2776401178 @default.
- W2964138484 hasConceptScore W2964138484C2777601683 @default.
- W2964138484 hasConceptScore W2964138484C28490314 @default.
- W2964138484 hasConceptScore W2964138484C2984842247 @default.
- W2964138484 hasConceptScore W2964138484C41008148 @default.
- W2964138484 hasConceptScore W2964138484C41895202 @default.
- W2964138484 hasConceptScore W2964138484C50644808 @default.
- W2964138484 hasConceptScore W2964138484C61224824 @default.
- W2964138484 hasConceptScore W2964138484C97931131 @default.
- W2964138484 hasLocation W29641384841 @default.
- W2964138484 hasOpenAccess W2964138484 @default.
- W2964138484 hasPrimaryLocation W29641384841 @default.
- W2964138484 hasRelatedWork W1562793155 @default.
- W2964138484 hasRelatedWork W1590689398 @default.
- W2964138484 hasRelatedWork W1971623867 @default.
- W2964138484 hasRelatedWork W1982770690 @default.
- W2964138484 hasRelatedWork W2016839265 @default.
- W2964138484 hasRelatedWork W2085466496 @default.
- W2964138484 hasRelatedWork W2125743092 @default.
- W2964138484 hasRelatedWork W2213006595 @default.
- W2964138484 hasRelatedWork W2224779548 @default.
- W2964138484 hasRelatedWork W2508457823 @default.
- W2964138484 isParatext "false" @default.
- W2964138484 isRetracted "false" @default.
- W2964138484 magId "2964138484" @default.
- W2964138484 workType "article" @default.