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1

Wild Patterns: Ten Years After the Rise of Adversarial Machine Learning

Biggio, Battista, Roli, Fabio

Journal:

Pattern Recognition

Year:

2018

Language:

english

File:

PDF, 4.19 MB

english, 2018

2

A survey and experimental evaluation of image spam filtering techniques

Battista Biggio, Giorgio Fumera, Ignazio Pillai, Fabio Roli

Journal:

Pattern Recognition Letters

Year:

2011

Language:

english

File:

PDF, 1.26 MB

english, 2011

3

[Lecture Notes in Computer Science] Structural, Syntactic, and Statistical Pattern Recognition Volume 10029 || GPS Trajectory Biometrics: From Where You Were to How You Move

Robles-Kelly, Antonio, Loog, Marco, Biggio, Battista, Escolano, Francisco, Wilson, Richard

Year:

2016

Language:

english

File:

PDF, 413 KB

english, 2016

4

[Lecture Notes in Computer Science] Structural, Syntactic, and Statistical Pattern Recognition Volume 10029 ||

Robles-Kelly, Antonio, Loog, Marco, Biggio, Battista, Escolano, Francisco, Wilson, Richard

Year:

2016

Language:

english

File:

PDF, 52.03 MB

english, 2016

5

[IEEE 2018 IEEE Symposium on Security and Privacy (SP) - San Francisco, CA, USA (2018.5.20-2018.5.24)] 2018 IEEE Symposium on Security and Privacy (SP) - Manipulating Machine Learning: Poisoning Attacks and Countermeasures for Regression Learning

Jagielski, Matthew, Oprea, Alina, Biggio, Battista, Liu, Chang, Nita-Rotaru, Cristina, Li, Bo

Year:

2018

Language:

english

File:

PDF, 906 KB

english, 2018

6

[Lecture Notes in Computer Science] Structural, Syntactic, and Statistical Pattern Recognition Volume 11004 (Joint IAPR International Workshop, S+SSPR 2018, Beijing, China, August 17–19, 2018, Proceedings) || Matrix Regression-Based Classification for Face Recognition

Bai, Xiao, Hancock, Edwin R., Ho, Tin Kam, Wilson, Richard C., Biggio, Battista, Robles-Kelly, Antonio

Year:

2018

Language:

english

File:

PDF, 461 KB

english, 2018

7

[Lecture Notes in Computer Science] Structural, Syntactic, and Statistical Pattern Recognition Volume 11004 (Joint IAPR International Workshop, S+SSPR 2018, Beijing, China, August 17–19, 2018, Proceedings) || Offline Signature Verification by Combining Graph Edit Distance and Triplet Networks

Bai, Xiao, Hancock, Edwin R., Ho, Tin Kam, Wilson, Richard C., Biggio, Battista, Robles-Kelly, Antonio

Year:

2018

Language:

english

File:

PDF, 543 KB

english, 2018

8

[Lecture Notes in Computer Science] Structural, Syntactic, and Statistical Pattern Recognition Volume 11004 (Joint IAPR International Workshop, S+SSPR 2018, Beijing, China, August 17–19, 2018, Proceedings) || Local Binary Patterns Based on Subspace Representation of Image Patch for Face Recognition

Bai, Xiao, Hancock, Edwin R., Ho, Tin Kam, Wilson, Richard C., Biggio, Battista, Robles-Kelly, Antonio

Year:

2018

Language:

english

File:

PDF, 1.25 MB

english, 2018

9

[Lecture Notes in Computer Science] Structural, Syntactic, and Statistical Pattern Recognition Volume 11004 (Joint IAPR International Workshop, S+SSPR 2018, Beijing, China, August 17–19, 2018, Proceedings) || Malignant Brain Tumor Classification Using the Random Forest Method

Bai, Xiao, Hancock, Edwin R., Ho, Tin Kam, Wilson, Richard C., Biggio, Battista, Robles-Kelly, Antonio

Year:

2018

Language:

english

File:

PDF, 672 KB

english, 2018

10

Digital Investigation of PDF Files: Unveiling Traces of Embedded Malware

Maiorca, Davide, Biggio, Battista

Journal:

IEEE Security & Privacy Magazine

Year:

2019

File:

PDF, 1.09 MB

2019

11

Towards Adversarial Malware Detection

Maiorca, Davide, Biggio, Battista, Giacinto, Giorgio

Journal:

ACM Computing Surveys

Year:

2019

Language:

english

File:

PDF, 1.25 MB

english, 2019

12

[ACM Press the 23rd International Systems and Software Product Line Conference - Paris, France (2019.09.09-2019.09.13)] Proceedings of the 23rd International Systems and Software Product Line Conference - volume A - SPLC '19 - Towards quality assurance of software product lines with adversarial configurations

Temple, Paul, Acher, Mathieu, Perrouin, Gilles, Biggio, Battista, Jezequel, Jean-Marc, Roli, Fabio

Year:

2019

Language:

english

File:

PDF, 2.09 MB

english, 2019

13

Multiple classifier systems for robust classifier design in adversarial environments

Battista Biggio, Giorgio Fumera, Fabio Roli

Journal:

International Journal of Machine Learning and Cybernetics

Year:

2010

Language:

english

File:

PDF, 1.27 MB

english, 2010

14

Security Evaluation of Pattern Classifiers under Attack

Biggio, Battista, Fumera, Giorgio, Roli, Fabio

Journal:

IEEE Transactions on Knowledge and Data Engineering

Year:

2014

Language:

english

File:

PDF, 1.05 MB

english, 2014

15

[IEEE 2012 IEEE Fifth International Conference On Biometrics: Theory, Applications And Systems (BTAS) - Arlington, VA, USA (2012.09.23-2012.09.27)] 2012 IEEE Fifth International Conference on Biometrics: Theory, Applications and Systems (BTAS) - Learning sparse kernel machines with biometric similarity functions for identity recognition

Biggio, Battista, Fumera, Giorgio, Roli, Fabio

Year:

2012

Language:

english

File:

PDF, 474 KB

english, 2012

16

[IEEE 2013 International Conference on Biometrics (ICB) - Madrid, Spain (2013.06.4-2013.06.7)] 2013 International Conference on Biometrics (ICB) - Poisoning attacks to compromise face templates

Biggio, Battista, Didaci, Luca, Fumera, Giorgio, Roli, Fabio

Year:

2013

Language:

english

File:

PDF, 522 KB

english, 2013

17

[IEEE 2011 IEEE Workshop on Biometric Measurements and Systems for Security and Medical Applications (BIOMS) - Milan, Italy (2011.09.28-2011.09.28)] 2011 IEEE Workshop on Biometric Measurements and Systems for Security and Medical Applications (BIOMS) - Robustness of multi-modal biometric systems under realistic spoof attacks against all traits

Akhtar, Zahid, Biggio, Battista, Fumera, Giorgio, Marcialis, Gian Luca

Year:

2011

Language:

english

File:

PDF, 1.45 MB

english, 2011

18

[IEEE 14th International Conference on Image Analysis and Processing (ICIAP 2007) - Modena, Italy (2007.09.10-2007.09.14)] 14th International Conference on Image Analysis and Processing (ICIAP 2007) - Image Spam Filtering Using Visual Information

Biggio, Battista, Fumera, Giorgio, Pillai, Ignazio, Roli, Fabio

Year:

2007

Language:

english

File:

PDF, 281 KB

english, 2007

19

[IEEE 2011 IEEE International Joint Conference on Biometrics (IJCB) - Washington, DC, USA (2011.10.11-2011.10.13)] 2011 International Joint Conference on Biometrics (IJCB) - Robustness of multi-modal biometric verification systems under realistic spoofing attacks

Biggio, Battista, Akthar, Zahid, Fumera, Giorgio, Marcialis, Gian Luca, Roli, Fabio

Year:

2011

Language:

english

File:

PDF, 1.24 MB

english, 2011

20

[IEEE 2011 IEEE International Conference on Systems, Man and Cybernetics - SMC - Anchorage, AK, USA (2011.10.9-2011.10.12)] 2011 IEEE International Conference on Systems, Man, and Cybernetics - Design of robust classifiers for adversarial environments

Biggio, Battista, Fumera, Giorgio, Roli, Fabio

Year:

2011

Language:

english

File:

PDF, 364 KB

english, 2011

21

PATTERN RECOGNITION SYSTEMS UNDER ATTACK: DESIGN ISSUES AND RESEARCH CHALLENGES

BIGGIO, BATTISTA, FUMERA, GIORGIO, ROLI, FABIO

Journal:

International Journal of Pattern Recognition and Artificial Intelligence

Year:

2014

Language:

english

File:

PDF, 563 KB

english, 2014

22

Support vector machines under adversarial label contamination

Xiao, Huang, Biggio, Battista, Nelson, Blaine, Xiao, Han, Eckert, Claudia, Roli, Fabio

Journal:

Year:

2015

Language:

english

File:

PDF, 1.08 MB

english, 2015

23

Adversarial Feature Selection Against Evasion Attacks

Zhang, Fei, Chan, Patrick P. K., Biggio, Battista, Yeung, Daniel S., Roli, Fabio

Journal:

IEEE Transactions on Cybernetics

Year:

2015

Language:

english

File:

PDF, 855 KB

english, 2015

24

[ACM Press the 4th ACM workshop - Chicago, Illinois, USA (2011.10.21-2011.10.21)] Proceedings of the 4th ACM workshop on Security and artificial intelligence - AISec '11 - Understanding the risk factors of learning in adversarial environments

Nelson, Blaine, Biggio, Battista, Laskov, Pavel

Year:

2011

Language:

english

File:

PDF, 373 KB

english, 2011

25

[ACM Press the 2014 Workshop - Scottsdale, Arizona, USA (2014.11.07-2014.11.07)] Proceedings of the 2014 Workshop on Artificial Intelligent and Security Workshop - AISec '14 - Poisoning behavioral malware clustering

Biggio, Battista, Rieck, Konrad, Ariu, Davide, Wressnegger, Christian, Corona, Igino, Giacinto, Giorgio, Roli, Fabio

Year:

2014

Language:

english

File:

PDF, 636 KB

english, 2014

26

Adversarial Biometric Recognition : A review on biometric system security from the adversarial machine-learning perspective

Biggio, Battista, fumera, giorgio, Russu, Paolo, Didaci, Luca, Roli, Fabio

Journal:

IEEE Signal Processing Magazine

Year:

2015

Language:

english

File:

PDF, 2.09 MB

english, 2015

27

[ACM Press the 2014 Workshop - Scottsdale, Arizona, USA (2014.11.07-2014.11.07)] Proceedings of the 2014 Workshop on Artificial Intelligent and Security Workshop - AISec '14 - On learning and recognition of secure patterns

Biggio, Battista

Year:

2014

Language:

english

File:

PDF, 355 KB

english, 2014

28

Data-driven journal meta-ranking in business and management

Ennas, Gianfranco, Biggio, Battista, Di Guardo, Maria Chiara

Journal:

Year:

2015

Language:

english

File:

PDF, 796 KB

english, 2015

29

[IEEE 2015 International Conference on Biometrics (ICB) - Phuket, Thailand (2015.5.19-2015.5.22)] 2015 International Conference on Biometrics (ICB) - Sparse support faces

Biggio, Battista, Melis, Marco, Fumera, Giorgio, Roli, Fabio

Year:

2015

Language:

english

File:

PDF, 522 KB

english, 2015

30

Statistical Meta-Analysis of Presentation Attacks for Secure Multibiometric Systems

Biggio, Battista, Fumera, Giorgio, Marcialis, Gian Luca, Roli, Fabio

Journal:

IEEE Transactions on Pattern Analysis and Machine Intelligence

Year:

2016

Language:

english

File:

PDF, 6.39 MB

english, 2016

31

[ACM Press the 4th ACM Workshop - Vigo, Galicia, Spain (2016.06.20-2016.06.22)] Proceedings of the 4th ACM Workshop on Information Hiding and Multimedia Security - IH&MMSec '16 - Machine Learning under Attack

Biggio, Battista

Year:

2016

Language:

english

File:

PDF, 646 KB

english, 2016

32

Randomized Prediction Games for Adversarial Machine Learning

Rota Bulo, Samuel, Biggio, Battista, Pillai, Ignazio, Pelillo, Marcello, Roli, Fabio

Journal:

IEEE Transactions on Neural Networks and Learning Systems

Year:

2016

Language:

english

File:

PDF, 1.51 MB

english, 2016

33

Super-Sparse Learning in Similarity Spaces

Demontis, Ambra, Melis, Marco, Biggio, Battista, Fumera, Giorgio, Roli, Fabio

Journal:

IEEE Computational Intelligence Magazine

Year:

2016

Language:

english

File:

PDF, 4.05 MB

english, 2016

34

[Lecture Notes in Computer Science] Structural, Syntactic, and Statistical Pattern Recognition Volume 10029 || Graph Entropy from Closed Walk and Cycle Functionals

Robles-Kelly, Antonio, Loog, Marco, Biggio, Battista, Escolano, Francisco, Wilson, Richard

Year:

2016

Language:

english

File:

PDF, 1.68 MB

english, 2016

35

[Lecture Notes in Computer Science] Structural, Syntactic, and Statistical Pattern Recognition Volume 10029 || Generalised Median of a Set of Correspondences Based on the Hamming Distance

Robles-Kelly, Antonio, Loog, Marco, Biggio, Battista, Escolano, Francisco, Wilson, Richard

Year:

2016

Language:

english

File:

PDF, 1.70 MB

english, 2016

36

[Lecture Notes in Computer Science] Structural, Syntactic, and Statistical Pattern Recognition Volume 10029 || The Average Mixing Matrix Signature

Robles-Kelly, Antonio, Loog, Marco, Biggio, Battista, Escolano, Francisco, Wilson, Richard

Year:

2016

Language:

english

File:

PDF, 1.68 MB

english, 2016

37

[Lecture Notes in Computer Science] Structural, Syntactic, and Statistical Pattern Recognition Volume 10029 || XNN Graph

Robles-Kelly, Antonio, Loog, Marco, Biggio, Battista, Escolano, Francisco, Wilson, Richard

Year:

2016

Language:

english

File:

PDF, 1.12 MB

english, 2016

38

[Lecture Notes in Computer Science] Structural, Syntactic, and Statistical Pattern Recognition Volume 10029 || Improved Prototype Embedding Based Generalized Median Computation by Means of Refined Reconstruction Methods

Robles-Kelly, Antonio, Loog, Marco, Biggio, Battista, Escolano, Francisco, Wilson, Richard

Year:

2016

Language:

english

File:

PDF, 324 KB

english, 2016

39

[Lecture Notes in Computer Science] Structural, Syntactic, and Statistical Pattern Recognition Volume 10029 || Detecting Ellipses in Elongated Shapes Using the Thickness Profile

Robles-Kelly, Antonio, Loog, Marco, Biggio, Battista, Escolano, Francisco, Wilson, Richard

Year:

2016

Language:

english

File:

PDF, 1.32 MB

english, 2016

40

[Lecture Notes in Computer Science] Structural, Syntactic, and Statistical Pattern Recognition Volume 10029 || A Novel Graph Database for Handwritten Word Images

Robles-Kelly, Antonio, Loog, Marco, Biggio, Battista, Escolano, Francisco, Wilson, Richard

Year:

2016

Language:

english

File:

PDF, 324 KB

english, 2016

41

[Lecture Notes in Computer Science] Structural, Syntactic, and Statistical Pattern Recognition Volume 10029 || Exact Graph Edit Distance Computation Using a Binary Linear Program

Robles-Kelly, Antonio, Loog, Marco, Biggio, Battista, Escolano, Francisco, Wilson, Richard

Year:

2016

Language:

english

File:

PDF, 191 KB

english, 2016

42

[Lecture Notes in Computer Science] Structural, Syntactic, and Statistical Pattern Recognition Volume 10029 || Edge Centrality via the Holevo Quantity

Robles-Kelly, Antonio, Loog, Marco, Biggio, Battista, Escolano, Francisco, Wilson, Richard

Year:

2016

Language:

english

File:

PDF, 522 KB

english, 2016

43

[Lecture Notes in Computer Science] Structural, Syntactic, and Statistical Pattern Recognition Volume 10029 || Handwritten Word Image Categorization with Convolutional Neural Networks and Spatial Pyramid Pooling

Robles-Kelly, Antonio, Loog, Marco, Biggio, Battista, Escolano, Francisco, Wilson, Richard

Year:

2016

Language:

english

File:

PDF, 1.22 MB

english, 2016

44

[Lecture Notes in Computer Science] Structural, Syntactic, and Statistical Pattern Recognition Volume 10029 || Entity Extraction and Correction Based on Token Structure Model Generation

Robles-Kelly, Antonio, Loog, Marco, Biggio, Battista, Escolano, Francisco, Wilson, Richard

Year:

2016

Language:

english

File:

PDF, 1.63 MB

english, 2016

45

[Lecture Notes in Computer Science] Structural, Syntactic, and Statistical Pattern Recognition Volume 10029 || Unsupervised Interpretable Pattern Discovery in Time Series Using Autoencoders

Robles-Kelly, Antonio, Loog, Marco, Biggio, Battista, Escolano, Francisco, Wilson, Richard

Year:

2016

Language:

english

File:

PDF, 1.07 MB

english, 2016

46

[Lecture Notes in Computer Science] Structural, Syntactic, and Statistical Pattern Recognition Volume 10029 || Graph-Based Keyword Spotting in Historical Handwritten Documents

Robles-Kelly, Antonio, Loog, Marco, Biggio, Battista, Escolano, Francisco, Wilson, Richard

Year:

2016

Language:

english

File:

PDF, 408 KB

english, 2016

47

[ACM Press the 6th Workshop - Vienna, Austria (2016.10.24-2016.10.24)] Proceedings of the 6th Workshop on Security and Privacy in Smartphones and Mobile Devices - SPSM'16 - Detecting Misuse of Google Cloud Messaging in Android Badware

Ahmadi, Mansour, Biggio, Battista, Arzt, Steven, Ariu, Davide, Giacinto, Giorgio

Year:

2016

Language:

english

File:

PDF, 1.24 MB

english, 2016

48

[ACM Press the 2016 ACM Workshop - Vienna, Austria (2016.10.28-2016.10.28)] Proceedings of the 2016 ACM Workshop on Artificial Intelligence and Security - ALSec '16 - Secure Kernel Machines against Evasion Attacks

Russu, Paolo, Demontis, Ambra, Biggio, Battista, Fumera, Giorgio, Roli, Fabio

Year:

2016

Language:

english

File:

PDF, 1.47 MB

english, 2016

49

Yes, Machine Learning Can Be More Secure! A Case Study on Android Malware Detection

Demontis, Ambra, Melis, Marco, Biggio, Battista, Maiorca, Davide, Arp, Daniel, Rieck, Konrad, Corona, Igino, Giacinto, Giorgio, Roli, Fabio

Journal:

IEEE Transactions on Dependable and Secure Computing

Year:

2017

Language:

english

File:

PDF, 7.41 MB

english, 2017

50

[ACM Press the 2017 ACM SIGSAC Conference - Dallas, Texas, USA (2017.10.30-2017.11.03)] Proceedings of the 2017 ACM SIGSAC Conference on Computer and Communications Security - CCS '17 - 10th International Workshop on Artificial Intelligence and Security (AISec 2017)

Biggio, Battista, Freeman, David, Miller, Brad, Sinha, Arunesh

Year:

2017

Language:

english

File:

PDF, 565 KB

english, 2017