FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2967804986> ?p ?o ?g. }

• W2967804986 endingPage "104943" @default.
• W2967804986 startingPage "104943" @default.
• W2967804986 abstract "The standard approach for handling computational paralinguistic speech tasks is to extract several thousand utterance-level features from the speech excerpts, and use machine learning methods such as Support Vector Machines and Deep Neural Networks (DNNs) for the actual classification task. In contrast, Automatic Speech Recognition handles the speech signal in small, equal-sized parts called frames. Although the speech community has developed techniques for efficient frame classification, these efforts have mostly been ignored in computational paralinguistics. In this study we propose a simple, three-step technique to utilize frame-level DNN training know-how in computational paralinguistics. We show that this method by itself provides good accuracy scores, and by combining it with the standard paralinguistic classification approach, we get close to the performance of heavyweight, state-of-the-art techniques such as Fisher vector analysis. However, our approach has the advantage that it can be easily realized by using standard speech recognition tools. To demonstrate the generic applicability of this three-step method proposed, we performed our experiments on four different corpora containing different paralinguistic tasks. Overall, we were able to achieve improvements over the baseline score in all four cases, leading to relative error reductions of up to 19%." @default.
• W2967804986 created "2019-08-22" @default.
• W2967804986 creator A5088559776 @default.
• W2967804986 date "2019-12-01" @default.
• W2967804986 modified "2023-10-16" @default.
• W2967804986 title "Posterior-thresholding feature extraction for paralinguistic speech classification" @default.
• W2967804986 cites W1980382462 @default.
• W2967804986 cites W1993638205 @default.
• W2967804986 cites W2026691738 @default.
• W2967804986 cites W2047509901 @default.
• W2967804986 cites W2053154675 @default.
• W2967804986 cites W2077662469 @default.
• W2967804986 cites W2120357670 @default.
• W2967804986 cites W2132870739 @default.
• W2967804986 cites W2138730338 @default.
• W2967804986 cites W2153635508 @default.
• W2967804986 cites W2160815625 @default.
• W2967804986 cites W2164568552 @default.
• W2967804986 cites W2401426213 @default.
• W2967804986 cites W2512813002 @default.
• W2967804986 cites W2513366685 @default.
• W2967804986 cites W2513507089 @default.
• W2967804986 cites W2513525008 @default.
• W2967804986 cites W2514643877 @default.
• W2967804986 cites W2518110751 @default.
• W2967804986 cites W2563182338 @default.
• W2967804986 cites W2599409884 @default.
• W2967804986 cites W2742965906 @default.
• W2967804986 cites W2759921250 @default.
• W2967804986 doi "https://doi.org/10.1016/j.knosys.2019.104943" @default.
• W2967804986 hasPublicationYear "2019" @default.
• W2967804986 type Work @default.
• W2967804986 sameAs 2967804986 @default.
• W2967804986 citedByCount "10" @default.
• W2967804986 countsByYear W29678049862021 @default.
• W2967804986 countsByYear W29678049862022 @default.
• W2967804986 countsByYear W29678049862023 @default.
• W2967804986 crossrefType "journal-article" @default.
• W2967804986 hasAuthorship W2967804986A5088559776 @default.
• W2967804986 hasBestOaLocation W29678049862 @default.
• W2967804986 hasConcept C12267149 @default.
• W2967804986 hasConcept C126042441 @default.
• W2967804986 hasConcept C133378560 @default.
• W2967804986 hasConcept C138885662 @default.
• W2967804986 hasConcept C144024400 @default.
• W2967804986 hasConcept C153180895 @default.
• W2967804986 hasConcept C154945302 @default.
• W2967804986 hasConcept C162324750 @default.
• W2967804986 hasConcept C187736073 @default.
• W2967804986 hasConcept C2775852435 @default.
• W2967804986 hasConcept C2776401178 @default.
• W2967804986 hasConcept C2780451532 @default.
• W2967804986 hasConcept C28490314 @default.
• W2967804986 hasConcept C40969351 @default.
• W2967804986 hasConcept C41008148 @default.
• W2967804986 hasConcept C41895202 @default.
• W2967804986 hasConcept C46312422 @default.
• W2967804986 hasConcept C52622490 @default.
• W2967804986 hasConcept C76155785 @default.
• W2967804986 hasConceptScore W2967804986C12267149 @default.
• W2967804986 hasConceptScore W2967804986C126042441 @default.
• W2967804986 hasConceptScore W2967804986C133378560 @default.
• W2967804986 hasConceptScore W2967804986C138885662 @default.
• W2967804986 hasConceptScore W2967804986C144024400 @default.
• W2967804986 hasConceptScore W2967804986C153180895 @default.
• W2967804986 hasConceptScore W2967804986C154945302 @default.
• W2967804986 hasConceptScore W2967804986C162324750 @default.
• W2967804986 hasConceptScore W2967804986C187736073 @default.
• W2967804986 hasConceptScore W2967804986C2775852435 @default.
• W2967804986 hasConceptScore W2967804986C2776401178 @default.
• W2967804986 hasConceptScore W2967804986C2780451532 @default.
• W2967804986 hasConceptScore W2967804986C28490314 @default.
• W2967804986 hasConceptScore W2967804986C40969351 @default.
• W2967804986 hasConceptScore W2967804986C41008148 @default.
• W2967804986 hasConceptScore W2967804986C41895202 @default.
• W2967804986 hasConceptScore W2967804986C46312422 @default.
• W2967804986 hasConceptScore W2967804986C52622490 @default.
• W2967804986 hasConceptScore W2967804986C76155785 @default.
• W2967804986 hasFunder F4320323476 @default.
• W2967804986 hasFunder F4320326762 @default.
• W2967804986 hasLocation W29678049861 @default.
• W2967804986 hasLocation W29678049862 @default.
• W2967804986 hasOpenAccess W2967804986 @default.
• W2967804986 hasPrimaryLocation W29678049861 @default.
• W2967804986 hasRelatedWork W1889843584 @default.
• W2967804986 hasRelatedWork W2016461833 @default.
• W2967804986 hasRelatedWork W2126100045 @default.
• W2967804986 hasRelatedWork W2336974148 @default.
• W2967804986 hasRelatedWork W2381773606 @default.
• W2967804986 hasRelatedWork W2546942002 @default.
• W2967804986 hasRelatedWork W3197541072 @default.
• W2967804986 hasRelatedWork W4225360039 @default.
• W2967804986 hasRelatedWork W2187500075 @default.
• W2967804986 hasRelatedWork W2345184372 @default.
• W2967804986 hasVolume "186" @default.
• W2967804986 isParatext "false" @default.
• W2967804986 isRetracted "false" @default.
• W2967804986 magId "2967804986" @default.

• next