| Title: | secure machine learning, a brief overview |
| Author: | Liao Xiaofeng
; Ding Liping
; Wang Yongji
|
| Source: | 2011 5th International Conference on Secure Software Integration and Reliability Improvement - Companion, SSIRI-C 2011
|
| Conference Name: | 2011 5th International Conference on Secure Software Integration and Reliability Improvement - Companion, SSIRI-C 2011
|
| Conference Date: | 27-Jun-02
|
| Issued Date: | 2011
|
| Conference Place: | Jeju Island, Korea, Republic of
|
| Keyword: | C (programming language)
; Intrusion detection
; Learning systems
; Population statistics
; Software reliability
|
| Publish Place: | United States
|
| Indexed Type: | EI
|
| ISBN: | 9780769544540
|
| Department: | (1) National Engineering Research Center for Fundamental Software, Institute of Software, China; (2) State Key Laboratory of Computer Science, Institute of Software, China; (3) Graduate University, Chinese Academy of Sciences, Beijing 100049, China; (4) Information Engineering School, Nanchang University, Nanchang, Jiangxi, 330031, China
|
| English Abstract: | The purpose of this article is to give a brief overview on the current work towards the emerging research problem of secure machine learning. Machine learning technique has been applied widely in various applications especially in spam detection and network intrusion detection. Most existing learning schemes assume that the environment they settle in is benign. However this is not always true in the real adversarial decision-making situations where the future data sets and the training data set are no longer from the same population, due to the transformations employed by the adversaries. As more and more machine learning systems are put into use, it is imperative to consider the security of the machine learning system. As a emerging problem, it is attracting more and more researchers' attention. In this article, we present a brief overview on secure machine learning and current progress on developing secure machine learning algorithms. © 2011 IEEE. |
| Content Type: | 会议论文
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| URI: | http://ir.iscas.ac.cn/handle/311060/14231
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| Appears in Collections: | 互联网软件技术实验室 _会议论文
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| secure machine learning, a brief overview.pdf（207KB） | -- | -- | 限制开放 | -- | 联系获取全文 |
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| Recommended Citation: | |
Liao Xiaofeng,Ding Liping,Wang Yongji. secure machine learning, a brief overview[C]. 见:2011 5th International Conference on Secure Software Integration and Reliability Improvement - Companion, SSIRI-C 2011. Jeju Island, Korea, Republic of. 27-Jun-02.
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