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A Note on Support Vector Density Estimation for the Deconvolution Problem |
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| Authors: | Sungho Lee Robert L Taylor |
| Institution: | 1. Department of Statistics , Daegu University , Kyungsan, Kyungbuk, Korea shlee1@daegu.ac.kr;3. Department of Mathematical Sciences , Clemson University , Clemson, South Carolina, USA |
| Abstract: | The problem of support vector density estimation is studied when the sample observations are contaminated with random noise. A procedure based on support vector method and the Fourier transform is presented and is compared with kernel density estimators by the simulation study. |
| Keywords: | Deconvolution Density estimation Support vector |