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Content Provider | IET Digital Library |
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Author | Zong, Yuan Zheng, Wenming Cui, Zhen Li, Qiang |
Abstract | A double sparse learning (DSL) model with a pyramid structure-based feature extraction scheme to handle speech emotion recognition (SER) problem is proposed. The key novelty of the method is that the proposed DSL model is able to take into consideration two scales of the pyramid structure-based features for selecting the features which have great contributions to SER. Extensive experiments on eNTERFACE and AFEW emotion databases to evaluate the method are conducted. The experimental results demonstrate that, compared with some recent competitive methods, DSL with the pyramid structure-based feature extraction scheme has a more promising performance in dealing with the SER task. |
Starting Page | 1410 |
Ending Page | 1412 |
Page Count | 3 |
ISSN | 00135194 |
Volume Number | 52 |
e-ISSN | 1350911X |
Issue Number | Issue 16, Aug (2016) |
Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/el/52/16 |
Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/10.1049/el.2016.1211 |
Journal | Electronics Letters |
Publisher Date | 2016-06-17 |
Access Restriction | Open |
Rights Holder | © The Institution of Engineering and Technology |
Subject Keyword | AFEW Emotion Databases Compressed Sensing Double Sparse Learning Model DSL Model Emotion Recognition ENTERFACE Feature Extraction Feature Extraction Scheme Knowledge Engineering Technique Learning in AI SER Speech Emotion Recognition Speech Processing Technique Speech Recognition Speech Recognition And Synthesis |
Content Type | Text |
Resource Type | Article |
Subject | Electrical and Electronic Engineering |
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