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AISec@CCS 2014: Scottsdale, AZ, USA
- Christos Dimitrakakis, Aikaterini Mitrokotsa, Benjamin I. P. Rubinstein, Gail-Joon Ahn:
Proceedings of the 2014 Workshop on Artificial Intelligent and Security Workshop, AISec 2014, Scottsdale, AZ, USA, November 7, 2014. ACM 2014, ISBN 978-1-4503-3153-1
Keynote Address
- Battista Biggio:
On learning and recognition of secure patterns. 1-2
Privacy, Learning and Security
- Brad Miller, Alex Kantchelian, Sadia Afroz, Rekha Bachwani, Edwin Dauber, Ling Huang, Michael Carl Tschantz, Anthony D. Joseph, J. Doug Tygar:
Adversarial Active Learning. 3-14 - Francesco Aldà, Hans Ulrich Simon:
Randomized Response Schemes, Privacy and Usefulness. 15-26 - Battista Biggio, Konrad Rieck, Davide Ariu, Christian Wressnegger, Igino Corona, Giorgio Giacinto, Fabio Roli:
Poisoning behavioral malware clustering. 27-36 - Sebastian Abt, Harald Baier:
A Plea for Utilising Synthetic Data when Performing Machine Learning Based Cyber-Security Experiments. 37-45
Intrusion and Anomaly Detection
- Igino Corona, Davide Maiorca, Davide Ariu, Giorgio Giacinto:
Lux0R: Detection of Malicious PDF-embedded JavaScript code through Discriminant Analysis of API References. 47-57 - Pratyusa K. Manadhata, Sandeep Yadav, Prasad Rao, William G. Horne:
Detecting Malicious Domains via Graph Inference. 59-60 - Sean Whalen, Nathaniel Boggs, Salvatore J. Stolfo:
Model Aggregation for Distributed Content Anomaly Detection. 61-71 - Junlong Xiang, Magnus Westerlund, Dusan Sovilj, Göran Pulkkis:
Using extreme learning machine for intrusion detection in a big data environment. 73-82
Novel Applications
- Andrew Newell, Rahul Potharaju, Luojie Xiang, Cristina Nita-Rotaru:
On the Practicality of Integrity Attacks on Document-Level Sentiment Analysis. 83-93 - Sruti Bhagavatula, Christopher W. Dunn, Chris Kanich, Minaxi Gupta, Brian D. Ziebart:
Leveraging Machine Learning to Improve Unwanted Resource Filtering. 95-102 - Blake Anderson, Curtis B. Storlie, Micah Yates, Aaron McPhall:
Automating Reverse Engineering with Machine Learning Techniques. 103-112 - Xiao Wang, Patrick Tague:
Non-Invasive User Tracking via Passive Sensing: Privacy Risks of Time-Series Occupancy Measurement. 113-124
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