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1
Emotional Speech Recognition Using Deep Neural Networks
In: ISSN: 1424-8220 ; Sensors ; https://hal.archives-ouvertes.fr/hal-03632853 ; Sensors, MDPI, 2022, 22 (4), pp.1414. ⟨10.3390/s22041414⟩ (2022)
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.
Keyword: [INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]; CNN; CRNN; data augmentation; emotion; GRU; IEMOCAP; recognition; speech
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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2
Towards combined semantic and lexical scores based on a new representation of textual data to extract experimental data from scientific publications
In: ISSN: 1751-5858 ; EISSN: 1751-5866 ; International Journal of Intelligent Information and Database Systems ; https://hal.inrae.fr/hal-03616243 ; International Journal of Intelligent Information and Database Systems, Inderscience, 2022, 15 (1), pp.78. ⟨10.1504/IJIIDS.2022.120146⟩ (2022)
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3
Islands and Bridges of Language: Bio-Inspired Structural Analysis of Language Embedding Data
Zhou, Hongwei. - : eScholarship, University of California, 2022
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4
TIPD : Taiwan Indigenous Peoples open research Data 台灣原住民基礎開放研究資料庫 ...
Lin, Ji-Ping. - : Open Science Framework, 2022
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5
FAIRsharing record for: General Ontology for Linguistic Description ... : GOLD ...
FAIRsharing Team. - : FAIRsharing, 2022
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6
FAIRsharing record for: Information technology -- Hypermedia/Time-based Structuring Language (HyTime) ... : ISO/IEC 10744:1997 ...
FAIRsharing Team. - : FAIRsharing, 2022
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7
FAIRsharing record for: Language resource management -- Feature structures -- Part 1: Feature structure representation ... : ISO 24610-1:2006 ...
FAIRsharing Team. - : FAIRsharing, 2022
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8
Between Deterministic and Nondeterministic Quantitative Automata (Invited Talk)
Boker, Udi. - : LIPIcs - Leibniz International Proceedings in Informatics. 30th EACSL Annual Conference on Computer Science Logic (CSL 2022), 2022
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9
Structure and Learning (Dagstuhl Seminar 21362)
Dong, Tiansi; Rettinger, Achim; Tang, Jie. - : Dagstuhl Reports. DagRep, Volume 11, Issue 8, 2022
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10
Conditional Adversarial Learning to Enhance Bot Detection ...
Διαλεκτάκης, Γεώργιος Ιωάννη. - : Aristotle University of Thessaloniki, 2022
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11
SSHOC practical prompts for data and research ...
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12
DanFEVER: claim verification dataset for Danish ...
Nørregaard, Jeppe; Derczynski, Leon. - : figshare, 2022
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13
SSHOC practical prompts for data and research ...
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14
DanFEVER: claim verification dataset for Danish ...
Nørregaard, Jeppe; Derczynski, Leon. - : figshare, 2022
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15
FAIRsharing record for: Extensible Stylesheet Language ... : XSL ...
FAIRsharing Team. - : FAIRsharing, 2022
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16
Community Development of the SWEET Semantic System for Earth and Environmental Data - A Call for Interest ...
Rovetto, Robert J.. - : ESIP, 2022
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17
Community Development of the SWEET Semantic System for Earth and Environmental Data - A Call for Interest ...
Rovetto, Robert J.. - : ESIP, 2022
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18
Toward an Epistemic Web
In: 197 ; RatSWD Working Paper Series ; 22 (2022)
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19
Arqus Openness Position Paper
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20
Detecting weak and strong Islamophobic hate speech on social media
Vidgen, Bertie; Yasseri, Taha. - : Taylor & Francis, 2022
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