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, no. 4, pp. 711-724, 2019. (3.61 MB)
(3.61 MB), “Towards Adversarial Malware Detection: Lessons Learned from PDF-based Attacks”, ACM Computing Surveys, vol. 52, no. 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, pp. 21-31, 1999.
, “A Tabu Search algorithm for the optimisation of telecommunication networks”, European Journal of Operational Research, vol. 106, pp. 357-372, 1998.
, “Synthetic Pattern Generation for Imbalanced Learning in Image Retrieval”, Pattern Recognition Letters, vol. 33, p. 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, pp. 2188-2191, 2005.
, “Stealth Attacks: An Extended Insight into the Obfuscation Effects on Android Malware”, Computers And Security (Elsevier), vol. 51 (June), pp. 16-31, 2015. (413.99 KB)
(413.99 KB), “Selection of image classifiers”, Electronics Letters, vol. 36, pp. 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, pp. 487-500, 2013. (797.8 KB)
(797.8 KB), “Reject Option with Multiple Thresholds”, Pattern Recognition, vol. 33, pp. 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, p. 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, pp. 864-881, 2009. (882.94 KB)
(882.94 KB), “Machine Learning in Security Applications”, Trans. Mach. Learn. Data Min., vol. 8, pp. 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, pp. 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, pp. 274-284, 2009.
, “HMMpayl: An Intrusion Detection System Based On Hidden Markov Models”, Computers & Security, vol. 30, pp. 221 - 241, 2011. (1.88 MB)
(1.88 MB), “Fusion of multiple classifiers for intrusion detection in computer networks”, Pattern Recognition Letters, vol. 24, pp. 1795-1803, 2003.
, “On the Feasibility of Adversarial Sample Creation Using the Android System API”, Information, no. 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, pp. 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, pp. 714-726, 2012. (1.37 MB)
(1.37 MB), “Dynamic Classifier Selection Based on Multiple Classifier Behaviour”, Pattern Recognition, vol. 34, pp. 179-181, 2001.
, “Do Gradient-Based Explanations Tell Anything About Adversarial Robustness to Android Malware?”, International Journal of Machine Learning and Cybernetics, vol. 13, pp. 217-232, 2022. (1.2 MB)
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