Security Evaluation of Support Vector Machines in Adversarial Environments
作者： Battista Biggio , Igino Corona , Blaine Nelson , Benjamin I. P. Rubinstein , Davide Maiorca
DOI: 10.1007/978-3-319-02300-7_4
关键词:
摘要: … (poisoning), evade detection (evasion) or gain information about their internal parameters (privacy breaches). The main … of evasion, poisoning and privacy attacks against SVMs in real-…
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Daniel Lowd, Christopher Meek, Good Word Attacks on Statistical Spam Filters. conference on email and anti-spam. ,(2005)
Nedim Šrndić, Battista Biggio, Giorgio Giacinto, Igino Corona, Fabio Roli, Davide Maiorca, Blaine Nelson, Pavel Laskov, Evasion attacks against machine learning at test time european conference on machine learning. ,vol. 8190, pp. 387- 402 ,(2013) , 10.1007/978-3-642-40994-3_25
P. Brezillon, P. Bouquet, Lecture Notes in Artificial Intelligence ,(1999)
Shyhtsun Felix Wu, Gregory L. Wittel, On Attacking Statistical Spam Filters. conference on email and anti-spam. ,(2004)
Víctor J. Yohai, Ricardo A. Maronna, R. Douglas Martin, Robust Statistics: Theory and Methods ,(2006)
Pavel Laskov, Marius Kloft, Online Anomaly Detection under Adversarial Impact international conference on artificial intelligence and statistics. pp. 405- 412 ,(2010)
Davide Maiorca, Giorgio Giacinto, Igino Corona, A pattern recognition system for malicious PDF files detection machine learning and data mining in pattern recognition. ,vol. 7376, pp. 510- 524 ,(2012) , 10.1007/978-3-642-31537-4_40
Bernhard Scholkopf, Ralf Herbrich, Alex Smola, Robert Williamson, A Generalized Representer Theorem european conference on computational learning theory. pp. 416- 426 ,(2001) , 10.1007/3-540-44581-1_27
Battista Biggio, Igino Corona, Giorgio Fumera, Giorgio Giacinto, Fabio Roli, Bagging classifiers for fighting poisoning attacks in adversarial classification tasks international conference on multiple classifier systems. ,vol. 6713, pp. 350- 359 ,(2011) , 10.1007/978-3-642-21557-5_37
Stefano Rizzi, What-If Analysis. Encyclopedia of Database Systems. pp. 3525- 3529 ,(2009)