學術產出-期刊論文
| 題名 | A note on Platt`s probabilistic outputs for support vector machines |
| 作者 | Lin, H.-T.;Lin, C.-J.;Weng, Ruby Chiu-Hsing 翁久幸 |
| 貢獻者 | 統計系 |
| 關鍵詞 | Algorithms; Classification (of information); Codes (symbols); Convergence of numerical methods; Support vector machines; Large margin classifiers; Posterior probability; Probabilistic logics |
| 日期 | 2007-10 |
| 上傳時間 | 13-七月-2015 16:55:08 (UTC+8) |
| 摘要 | Platt`s probabilistic outputs for Support Vector Machines (Platt, J. in Smola, A., et al. (eds.) Advances in large margin classifiers. Cambridge, 2000) has been popular for applications that require posterior class probabilities. In this note, we propose an improved algorithm that theoretically converges and avoids numerical difficulties. A simple and ready-to-use pseudo code is included. © 2007 Springer Science+Business Media, LLC. |
| 關聯 | Machine Learning, 68(3), 267-276 |
| 資料類型 | article |
| DOI | http://dx.doi.org/10.1007/s10994-007-5018-6 |
| dc.contributor | 統計系 | |
| dc.creator (作者) | Lin, H.-T.;Lin, C.-J.;Weng, Ruby Chiu-Hsing | |
| dc.creator (作者) | 翁久幸 | zh_TW |
| dc.date (日期) | 2007-10 | |
| dc.date.accessioned | 13-七月-2015 16:55:08 (UTC+8) | - |
| dc.date.available | 13-七月-2015 16:55:08 (UTC+8) | - |
| dc.date.issued (上傳時間) | 13-七月-2015 16:55:08 (UTC+8) | - |
| dc.identifier.uri (URI) | http://nccur.lib.nccu.edu.tw/handle/140.119/76537 | - |
| dc.description.abstract (摘要) | Platt`s probabilistic outputs for Support Vector Machines (Platt, J. in Smola, A., et al. (eds.) Advances in large margin classifiers. Cambridge, 2000) has been popular for applications that require posterior class probabilities. In this note, we propose an improved algorithm that theoretically converges and avoids numerical difficulties. A simple and ready-to-use pseudo code is included. © 2007 Springer Science+Business Media, LLC. | |
| dc.format.extent | 408921 bytes | - |
| dc.format.mimetype | application/pdf | - |
| dc.relation (關聯) | Machine Learning, 68(3), 267-276 | |
| dc.subject (關鍵詞) | Algorithms; Classification (of information); Codes (symbols); Convergence of numerical methods; Support vector machines; Large margin classifiers; Posterior probability; Probabilistic logics | |
| dc.title (題名) | A note on Platt`s probabilistic outputs for support vector machines | |
| dc.type (資料類型) | article | en |
| dc.identifier.doi (DOI) | 10.1007/s10994-007-5018-6 | |
| dc.doi.uri (DOI) | http://dx.doi.org/10.1007/s10994-007-5018-6 |