Discrete wavelet transform in recognition human emotional movement through knocking
Link to publisher's homepage at http://ieeexplore.ieee.org/
保存先:
| 主要な著者: | , , , |
|---|---|
| その他の著者: | |
| フォーマット: | 論文 |
| 言語: | English |
| 出版事項: |
IEEE Conference Publications
2014
|
| 主題: | |
| オンライン･アクセス: | http://dspace.unimap.edu.my:80/dspace/handle/123456789/33896 |
| タグ: |
タグ追加
タグなし, このレコードへの初めてのタグを付けませんか!
|
| id |
my.unimap-33896 |
|---|---|
| record_format |
dspace |
| spelling |
my.unimap-338962014-04-22T07:58:16Z Discrete wavelet transform in recognition human emotional movement through knocking Shafriza Nisha, Basah, Dr. Sazali, Yaacob, Prof. Dr. Muthusamy, Hariharan, Dr. Nurnadia, M. Khair nurnadia1488@yahoo.com s.yaacob@unimap.edu.my wavelet.hari@gmail.com shafriza@unimap.edu.my Emotion Movement Knocking DWT kNN FkNN Link to publisher's homepage at http://ieeexplore.ieee.org/ Developing tools for identifying emotional states in human action is seen more challenging area of research and has attracted many researchers recently. In this paper, a new feature extraction method was proposed in identifying emotional states in human knocking. Four discrete categories of emotion such as angry, happy, neutral and sad were analyzed through human knocking and were carried out by employing Discrete Wavelet Transform (DWT) as a feature extraction method. Three different wavelet families with orders (db1, db4, Sym2, Sym5, Coif1 and Coif4) are utilized to investigate their performance in recognizing human emotional movement. Six statistical features such as mean, maximum, minimum, standard deviation, skewness and kurtosis were derived from approximation and detail coefficients at five levels of decomposition. Two different classifiers known as k- Nearest Neighbor (KNN) and Fuzzy k-Nearest Neighborhood (FkNN) was used to classify emotional movement. The experimental results demonstrate that the proposed method gives very promising classification accuracies. 2014-04-22T07:58:16Z 2014-04-22T07:58:16Z 2013 Article IEEE International Conference on Control System, Computing and Engineering, 2013, pages 460-464 978-1-4799-1506-4 http://dspace.unimap.edu.my:80/dspace/handle/123456789/33896 http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6720009 10.1109/ICCSCE.2013.6720009 en IEEE Conference Publications |
| institution |
Universiti Malaysia Perlis |
| building |
UniMAP Library |
| collection |
Institutional Repository |
| continent |
Asia |
| country |
Malaysia |
| content_provider |
Universiti Malaysia Perlis |
| content_source |
UniMAP Library Digital Repository |
| url_provider |
http://dspace.unimap.edu.my/ |
| language |
English |
| topic |
Emotion Movement Knocking DWT kNN FkNN |
| spellingShingle |
Emotion Movement Knocking DWT kNN FkNN Shafriza Nisha, Basah, Dr. Sazali, Yaacob, Prof. Dr. Muthusamy, Hariharan, Dr. Nurnadia, M. Khair Discrete wavelet transform in recognition human emotional movement through knocking |
| description |
Link to publisher's homepage at http://ieeexplore.ieee.org/ |
| author2 |
nurnadia1488@yahoo.com |
| author_facet |
nurnadia1488@yahoo.com Shafriza Nisha, Basah, Dr. Sazali, Yaacob, Prof. Dr. Muthusamy, Hariharan, Dr. Nurnadia, M. Khair |
| format |
Article |
| author |
Shafriza Nisha, Basah, Dr. Sazali, Yaacob, Prof. Dr. Muthusamy, Hariharan, Dr. Nurnadia, M. Khair |
| author_sort |
Shafriza Nisha, Basah, Dr. |
| title |
Discrete wavelet transform in recognition human emotional movement through knocking |
| title_short |
Discrete wavelet transform in recognition human emotional movement through knocking |
| title_full |
Discrete wavelet transform in recognition human emotional movement through knocking |
| title_fullStr |
Discrete wavelet transform in recognition human emotional movement through knocking |
| title_full_unstemmed |
Discrete wavelet transform in recognition human emotional movement through knocking |
| title_sort |
discrete wavelet transform in recognition human emotional movement through knocking |
| publisher |
IEEE Conference Publications |
| publishDate |
2014 |
| url |
http://dspace.unimap.edu.my:80/dspace/handle/123456789/33896 |
| _version_ |
1643797345680228352 |
| score |
13.251813 |