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The Impact of Game Elements on Learner Motivation: Influence of Initial Motivation and Player Profile
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In: EISSN: 1939-1382 ; IEEE Transactions on Learning Technologies ; https://hal.univ-lyon2.fr/hal-03579428 ; IEEE Transactions on Learning Technologies, Institute of Electrical and Electronics Engineers, In press, ⟨10.1109/TLT.2022.3153239⟩ (2022)
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Emotional Speech Recognition Using Deep Neural Networks
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In: ISSN: 1424-8220 ; Sensors ; https://hal.archives-ouvertes.fr/hal-03632853 ; Sensors, MDPI, 2022, 22 (4), pp.1414. ⟨10.3390/s22041414⟩ (2022)
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Abstract:
International audience ; The expression of emotions in human communication plays a very important role in the information that needs to be conveyed to the partner. The forms of expression of human emotions are very rich. It could be body language, facial expressions, eye contact, laughter, and tone of voice. The languages of the world’s peoples are different, but even without understanding a language in communication, people can almost understand part of the message that the other partner wants to convey with emotional expressions as mentioned. Among the forms of human emotional expression, the expression of emotions through voice is perhaps the most studied. This article presents our research on speech emotion recognition using deep neural networks such as CNN, CRNN, and GRU. We used the Interactive Emotional Dyadic Motion Capture (IEMOCAP) corpus for the study with four emotions: anger, happiness, sadness, and neutrality. The feature parameters used for recognition include the Mel spectral coefficients and other parameters related to the spectrum and the intensity of the speech signal. The data augmentation was used by changing the voice and adding white noise. The results show that the GRU model gave the highest average recognition accuracy of 97.47%. This result is superior to existing studies on speech emotion recognition with the IEMOCAP corpus.
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Keyword:
[INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]; CNN; CRNN; data augmentation; emotion; GRU; IEMOCAP; recognition; speech
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URL: https://hal.archives-ouvertes.fr/hal-03632853/document https://hal.archives-ouvertes.fr/hal-03632853 https://doi.org/10.3390/s22041414 https://hal.archives-ouvertes.fr/hal-03632853/file/sensors-22-01414-v2.pdf
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Software interactivo como herramienta de aprendizaje para niños con discapacidad auditiva en la U.E. "Especial Maturín", estado Monagas ...
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Software interactivo como herramienta de aprendizaje para niños con discapacidad auditiva en la U.E. "Especial Maturín", estado Monagas ...
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О РОЛИ ПРЕЗЕНТАЦИИ ПРИ ОБУЧЕНИИ ИНОСТРАННОМУ ЯЗЫКУ В СФЕРЕ ПРОФЕССИОНАЛЬНОЙ КОММУНИКАЦИИ ... : THE ROLE OF PRESENTATION IN TEACHING A FOREIGN LANGUAGE IN THE FIELD OF PROFESSIONAL COMMUNICATION ...
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What was Theoretical Biology? A Topic-Modelling Analysis of a Multilingual Corpus of Monographs and Journals, 1914-1945 ...
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What was Theoretical Biology? A Topic-Modelling Analysis of a Multilingual Corpus of Monographs and Journals, 1914-1945 ...
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What was Theoretical Biology? A Topic-Modelling Analysis of a Multilingual Corpus of Monographs and Journals, 1914-1945 ...
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What was Theoretical Biology? A Topic-Modelling Analysis of a Multilingual Corpus of Monographs and Journals, 1914-1945 ...
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Neural Models for Measuring Confidence on Interactive Machine Translation Systems
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In: Applied Sciences; Volume 12; Issue 3; Pages: 1100 (2022)
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13 |
Emotional Speech Recognition Using Deep Neural Networks
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In: Sensors; Volume 22; Issue 4; Pages: 1414 (2022)
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14 |
A Comprehensive Star Rating Approach for Cruise Ships Based on Interactive Group Decision Making with Personalized Individual Semantics
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In: Journal of Marine Science and Engineering; Volume 10; Issue 5; Pages: 638 (2022)
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15 |
The Effect of eBook Reading on Overall Literacy Development
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In: Doctoral Dissertations and Projects (2022)
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SOME WAYS OF TEACHING PHRASAL VERBS OF THE ENGLISH LANGUAGE BASED ON INFORMATION AND COMMUNICATION TECHNOLOGIES ...
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FOSTERING STUDENTS INTERACTION IN ESL CLASSROOMS: AN EMPHASIS ON LEARNING TO COMMUNICATE THROUGH IN TARGET LEARNING ...
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"Geil dabei zu sein" - Livestreams als Kommunikationsmittel rechtsextremer Proteste
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In: ZRex - Zeitschrift für Rechtsextremismusforschung ; 2 ; 1 ; 72-90 (2022)
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Spanish Tipsters and the Millennial and Centennial Generations in the Scenario of a Pandemic
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In: Media and Communication ; 10 ; 1 ; 286-296 ; New Narratives for New Consumers: Influencers and the Millennial and Centennial Generations (2022)
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Issue Spatiality: A Conceptual Framework for the Role of Space in Public Discourses
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In: Media and Communication ; 9 ; 3 ; 5-15 ; Spaces, Places, and Geographies of Public Spheres (2022)
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