Name
Title | ||
|---|---|---|
Dynamic fixed-point arithmetic design of embedded SVM-Based speaker identification system |
Abstract | ||
|---|---|---|
This work proposes a dynamic fixed-point arithmetic design for SVM-based speaker identification in embedded environment The whole speaker identification system includes LPCC extraction, SVM training with sequential minimal optimization (SMO), and SVM recognition The proposed dynamic fixed-point design is applied to each arithmetic procedure and fixed-point error analysis is also performed The fixed-point SVM-based speaker identification system have been implemented and evaluated on ARM9 DMA2400 The experimental results show that the speaker identification accuracy is slightly degraded with the proposed dynamic fixed-point technique. |
Year | DOI | Venue |
|---|---|---|
2010 | 10.1007/978-3-642-13318-3_65 | ISNN (2) |
Keywords | Field | DocType |
dynamic fixed-point arithmetic design,proposed dynamic fixed-point technique,speaker identification accuracy,whole speaker identification system,embedded svm-based speaker identification,svm recognition,svm-based speaker identification,fixed-point error analysis,svm training,proposed dynamic fixed-point design,fixed-point svm-based speaker identification,sequential minimal optimization,fixed point,support vector machine,fixed point arithmetic | ARM9,Speaker identification,Pattern recognition,Fixed-point arithmetic,Computer science,Support vector machine,Speech recognition,Artificial intelligence,Sequential minimal optimization,Machine learning | Conference |
Volume | ISSN | ISBN |
6064 | 0302-9743 | 3-642-13317-7 |
Citations | PageRank | References |
1 | 0.35 | 2 |
Authors | ||
4 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| Jhing-fa Wang | 1 | 982 | 114.31 |
| Ta-Wen Kuan | 2 | 37 | 6.59 |
| Jia-Ching Wang | 3 | 515 | 58.13 |
| Ta-Wei Sun | 4 | 2 | 0.70 |