CMAC for speech emotion profiling
Cultural differences have been one of the many factors that can cause failures in speech emotion analysis. If this cultural parameter could be regarded as noise artifacts in detecting emotion in speech, we could then extract pure emotion speech signal from the raw emotional speech. In this paper we...
| Main Authors: | , |
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| Format: | Proceeding Paper |
| Language: | English |
| Published: |
2009
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| Subjects: | |
| Online Access: | http://irep.iium.edu.my/10075/4/AWahab_Interspeech_2009_IS090602.pdf |
| _version_ | 1796875770768916480 |
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| author | Kamaruddin, Norhaslinda Abdul Rahman, Abdul Wahab |
| author_facet | Kamaruddin, Norhaslinda Abdul Rahman, Abdul Wahab |
| author_sort | Kamaruddin, Norhaslinda |
| collection | IIUM |
| description | Cultural differences have been one of the many factors that can cause failures in speech emotion analysis. If this cultural parameter could be regarded as noise artifacts in detecting emotion in speech, we could then extract pure emotion speech signal from the raw emotional speech. In this paper we use the amplitude spectral subtraction (ASS) method to profile the emotion from raw emotional speech based on the affection space model. In addition, the robustness of the cerebellar model arithmetic computer (CMAC) is used to ensure that all other noise artifacts can be suppressed. Result from the speech emotion profiling shows potential of such technique to visualize hidden features for detecting intra-cultural and inter-cultural variation that is missing from current approach of speech emotion recognition |
| first_indexed | 2024-03-05T22:43:16Z |
| format | Proceeding Paper |
| id | oai:generic.eprints.org:10075 |
| institution | International Islamic University Malaysia |
| language | English |
| last_indexed | 2024-03-05T22:43:16Z |
| publishDate | 2009 |
| record_format | dspace |
| spelling | oai:generic.eprints.org:100752020-12-16T15:25:28Z http://irep.iium.edu.my/10075/ CMAC for speech emotion profiling Kamaruddin, Norhaslinda Abdul Rahman, Abdul Wahab T Technology (General) T10.5 Communication of technical information Cultural differences have been one of the many factors that can cause failures in speech emotion analysis. If this cultural parameter could be regarded as noise artifacts in detecting emotion in speech, we could then extract pure emotion speech signal from the raw emotional speech. In this paper we use the amplitude spectral subtraction (ASS) method to profile the emotion from raw emotional speech based on the affection space model. In addition, the robustness of the cerebellar model arithmetic computer (CMAC) is used to ensure that all other noise artifacts can be suppressed. Result from the speech emotion profiling shows potential of such technique to visualize hidden features for detecting intra-cultural and inter-cultural variation that is missing from current approach of speech emotion recognition 2009 Proceeding Paper PeerReviewed application/pdf en http://irep.iium.edu.my/10075/4/AWahab_Interspeech_2009_IS090602.pdf Kamaruddin, Norhaslinda and Abdul Rahman, Abdul Wahab (2009) CMAC for speech emotion profiling. In: Proceedimgs of the Interspeech 2009 10th Annual Conference of the International Speech Communication Association, 6 - 10 September 2010, Brighton, United Kingdom. |
| spellingShingle | T Technology (General) T10.5 Communication of technical information Kamaruddin, Norhaslinda Abdul Rahman, Abdul Wahab CMAC for speech emotion profiling |
| title | CMAC for speech emotion profiling |
| title_full | CMAC for speech emotion profiling |
| title_fullStr | CMAC for speech emotion profiling |
| title_full_unstemmed | CMAC for speech emotion profiling |
| title_short | CMAC for speech emotion profiling |
| title_sort | cmac for speech emotion profiling |
| topic | T Technology (General) T10.5 Communication of technical information |
| url | http://irep.iium.edu.my/10075/4/AWahab_Interspeech_2009_IS090602.pdf |
| work_keys_str_mv | AT kamaruddinnorhaslinda cmacforspeechemotionprofiling AT abdulrahmanabdulwahab cmacforspeechemotionprofiling |