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Realistic motion avatars are the future for social interaction in virtual reality
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In: Research outputs 2022 to 2026 (2022)
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42 |
Mutual Understanding in Situated Interactions with Conversational User Interfaces : Theory, Studies, and Computation
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43 |
Is a Wizard-of-Oz Required for Robot-Led Conversation Practice in a Second Language?
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Águas Lopes, José David; Cumbal, Ronald; Engwall, Olov. - : KTH, Tal-kommunikation, 2022. : KTH, Tal, musik och hörsel, TMH, 2022. : Springer Nature, 2022
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44 |
Identifying Learners’ Interaction Patterns in an Online Learning Community
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In: International Journal of Environmental Research and Public Health; Volume 19; Issue 4; Pages: 2245 (2022)
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45 |
Analysis of Faecal Microbiota and Small ncRNAs in Autism: Detection of miRNAs and piRNAs with Possible Implications in Host–Gut Microbiota Cross-Talk
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In: Nutrients; Volume 14; Issue 7; Pages: 1340 (2022)
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Automatic Speech Recognition Performance Improvement for Mandarin Based on Optimizing Gain Control Strategy
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In: Sensors; Volume 22; Issue 8; Pages: 3027 (2022)
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Abstract:
Automatic speech recognition (ASR) is an essential technique of human–computer interactions; gain control is a commonly used operation in ASR. However, inappropriate gain control strategies can lead to an increase in the word error rate (WER) of ASR. As there is a current lack of sufficient theoretical analyses and proof of the relationship between gain control and WER, various unconstrained gain control strategies have been adopted on realistic ASR systems, and the optimal gain control with respect to the lowest WER, is rarely achieved. A gain control strategy named maximized original signal transmission (MOST) is proposed in this study to minimize the adverse impact of gain control on ASR systems. First, by modeling the gain control strategy, the quantitative relationship between the gain control strategy and the ASR performance was established using the noise figure index. Second, through an analysis of the quantitative relationship, an optimal MOST gain control strategy with minimal performance degradation was theoretically deduced. Finally, comprehensive comparative experiments on a Mandarin dataset show that the proposed MOST gain control strategy can significantly reduce the WER of the experimental ASR system, with a 10% mean absolute WER reduction at −9 dB gain.
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Keyword:
automatic speech recognition (ASR); gain control; human–computer interaction; maximized original signal transmission (MOST); noise figure; word error rate (WER)
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URL: https://doi.org/10.3390/s22083027
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47 |
The Seeds of the Noun–Verb Distinction in the Manual Modality: Improvisation and Interaction in the Emergence of Grammatical Categories
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In: Languages; Volume 7; Issue 2; Pages: 95 (2022)
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48 |
Emotion Classification from Speech and Text in Videos Using a Multimodal Approach
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In: Multimodal Technologies and Interaction; Volume 6; Issue 4; Pages: 28 (2022)
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Influence of Highly Inflected Word Forms and Acoustic Background on the Robustness of Automatic Speech Recognition for Human–Computer Interaction
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In: Mathematics; Volume 10; Issue 5; Pages: 711 (2022)
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Research on Speech Emotion Recognition Based on AA-CBGRU Network
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In: Electronics; Volume 11; Issue 9; Pages: 1409 (2022)
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51 |
Backpropagation of Spirit: Hegelian Recollection and Human-A.I. Abductive Communities
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In: Philosophies; Volume 7; Issue 2; Pages: 36 (2022)
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52 |
Getting Students to Talk: A Practice-Based Study on the Design and Implementation of Problem-Solving Tasks in the EFL Classroom
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In: Languages; Volume 7; Issue 2; Pages: 75 (2022)
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Language Play with Formulas in an EFL Classroom
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In: Languages; Volume 7; Issue 1; Pages: 63 (2022)
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54 |
Translation Alignment with Ugarit
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In: Information; Volume 13; Issue 2; Pages: 65 (2022)
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55 |
Towards a Sociolinguistics-Based Framework for the Study of Politeness in Human-Computer Interaction ...
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56 |
Real-time Speech Emotion Recognition Based on Syllable-Level Feature Extraction ...
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57 |
Modern Views on Infidelity
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In: Georgia Southern University Research Symposium (2022)
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Language learning through interaction: Online and in the classroom
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In: The Coastal Review: An Online Peer-reviewed Journal (2022)
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Affect-enhancing speech characteristics - the influence of verbal and prosodic components ...
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