Publications
, «Evaluating Analysis Tools for Android Apps: Status Quo and Robustness Against Obfuscation», Horst Görtz Institut for IT Security (Ruhr-University Bochum), Technical Report TR-HGI-2016-003, 2016.
(519.16 KB)
(519.16 KB), «Yes, Machine Learning Can Be More Secure! A Case Study on Android Malware Detection», IEEE Trans. Dependable and Secure Computing, vol 16, n° 4, pagg 711-724, 2019. (3.61 MB)
(3.61 MB), «Towards Adversarial Malware Detection: Lessons Learned from PDF-based Attacks», ACM Computing Surveys, vol 52, n° 4, 2019. (1.21 MB)
(1.21 MB), «Tabu search coupled with deterministic strategies for the optimal design of MRI devices», Int. J. of Applied Electromagnetics and Mechanics, vol 10, pagg 21-31, 1999.
, «A Tabu Search algorithm for the optimisation of telecommunication networks», European Journal of Operational Research, vol 106, pagg 357-372, 1998.
, «Synthetic Pattern Generation for Imbalanced Learning in Image Retrieval», Pattern Recognition Letters, vol 33, pag 7, 2012. (236.64 KB)
(236.64 KB), «A study on the performances of Dynamic Classifier Selection based on Local Accuracy Estimation», Pattern Recognition, vol 38, pagg 2188-2191, 2005.
, «Stealth Attacks: An Extended Insight into the Obfuscation Effects on Android Malware», Computers And Security (Elsevier), vol 51 (June), pagg 16-31, 2015. (413.99 KB)
(413.99 KB), «Selection of image classifiers», Electronics Letters, vol 36, pagg 420-422, 2000.
, «Scalable Fine-Grained Behavioral Clustering of HTTP-Based Malware», Computer Networks - Special Issue on Botnet Activity: Analysis, Detection and Shutdown, vol 57, pagg 487-500, 2013. (797.8 KB)
(797.8 KB), «Reject Option with Multiple Thresholds», Pattern Recognition, vol 33, pagg 2099-2101, 2000.
, «Performance Evaluation of Relevance Feedback for Image Retrieval by “Real-World” Multi-Tagged Image Datasets», International Journal of Multimedia Data Engineering and Management (IJMDEM), vol 3, pag 16, 2012. (357.99 KB)
(357.99 KB), «One-class classification for oil spill detection», Pattern Analysis and Applications, 2009.
, «McPAD: A Multiple Classifier System for Accurate Payload-based Anomaly Detection», Computer Networks, vol 53, pagg 864-881, 2009. (882.94 KB)
(882.94 KB), «Machine Learning in Security Applications», Trans. Mach. Learn. Data Min., vol 8, pagg 3-39, 2015.
, «Intrusion detection in computer networks by a modular ensemble of one-class classifiers», Information Fusion, vol 9, 2008.
, «Information Fusion in Content Based Image Retrieval: A Comprehensive Overview», Information Fusion, vol 37, pagg 50-60, 2017. (734.6 KB)
(734.6 KB), «Information fusion for computer security: State of the art and open issues», Information Fusion, vol 10, pagg 274-284, 2009.
, «HMMpayl: An Intrusion Detection System Based On Hidden Markov Models», Computers & Security, vol 30, pagg 221 - 241, 2011. (1.88 MB)
(1.88 MB), «Fusion of multiple classifiers for intrusion detection in computer networks», Pattern Recognition Letters, vol 24, pagg 1795-1803, 2003.
, «On the Feasibility of Adversarial Sample Creation Using the Android System API», Information, n° 11(9): 433, 2020. (1.26 MB)
(1.26 MB), «On the Effectiveness of System API-Related Information for Android Ransomware Detection», Computers and Security, vol 86, pagg 162-182, 2019. (706.92 KB)
(706.92 KB), «Early Detection of Malicious Flux Networks via Large-Scale Passive DNS Traffic Analysis», IEEE Transactions on Dependable and Secure Computing, vol 9, pagg 714-726, 2012. (1.37 MB)
(1.37 MB), «Dynamic Classifier Selection Based on Multiple Classifier Behaviour», Pattern Recognition, vol 34, pagg 179-181, 2001.
, «Do Gradient-Based Explanations Tell Anything About Adversarial Robustness to Android Malware?», International Journal of Machine Learning and Cybernetics, vol 13, pagg 217-232, 2022. (1.2 MB)
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