A note on Platt`s probabilistic outputs for support vector machines | Publication

Title	A note on Platt`s probabilistic outputs for support vector machines
Creator	Lin, H.-T.;Lin, C.-J.;Weng, Ruby Chiu-Hsing 翁久幸
Contributor	統計系
Key Words	Algorithms; Classification (of information); Codes (symbols); Convergence of numerical methods; Support vector machines; Large margin classifiers; Posterior probability; Probabilistic logics
Date	2007-10
Date Issued	13-Jul-2015 16:55:08 (UTC+8)
Summary	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.
Relation	Machine Learning, 68(3), 267-276
Type	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-Jul-2015 16:55:08 (UTC+8)	-
dc.date.available	13-Jul-2015 16:55:08 (UTC+8)	-
dc.date.issued (上傳時間)	13-Jul-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