Publications

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R. Tronci, Giacinto, G., and Roli, F., “Designing multiple biometric systems: measures of ensemble effectiveness”, Engineering Applications of Artificial Intelligence, vol. 22, pp. 66-78, 2009.
G. L. Foresti, Giacinto, G., and Roli, F., “Detecting Dangerous Behaviors of Mobile Objects in Parking Areas”, in Multisensor Surveillance Systems: The Fusion Perspective, R. G. L. C. Foresti and Varshney, P. Kluwer Academic Publishers, 2003, pp. 199-211.
G. L. Foresti, Giacinto, G., and Roli, F., “Detecting Dangerous Behaviours of Mobile Objects in Parking Areas”, in 2nd European Workshop on Advanced Video-based Surveillance Systems (AVBS2001), London, United Kingdom, 2001.
M. Ahmadi, Biggio, B., Arzt, S., Ariu, D., and Giacinto, G., “Detecting Misuse of Google Cloud Messaging in Android Badware”, in 6th Workshop on Security and Privacy in Smartphones and Mobile Devices (SPSM), Vienna, Austria, 2016, pp. 103-112. (626.38 KB)
D. Maiorca, Russu, P., Corona, I., Biggio, B., and Giacinto, G., “Detection of Malicious Scripting Code through Discriminant and Adversary-Aware API Analysis”, in 1st Italian Conference on CyberSecurity (ITASEC), 2017, vol. 1816, pp. 96-105. (371.53 KB)
I. Corona and Giacinto, G., “Detection of server side web attacks”, in Workshop on Applications of Pattern Analysis, Cumberland Lodge, London, UK, 2010. (308.33 KB)
L. Piras and Giacinto, G., “Dissimilarity representation in multi-feature spaces for image retrieval”, in 16th Int. Conference on Image Analysis and Processing (ICIAP), Ravenna, Italy, 2011. (252.22 KB)
G. Giacinto and Roli, F., “Dissimilarity Representation of Images for Relevance Feedback in Content-Based Image Retrieval”, in Machine Learning and Data Mining in Pattern Recognition (MLDM 2003), Leipzig, Germany, 2003, vol. 2734, pp. 202-214.
L. Piras, Tronci, R., and Giacinto, G., “Diversity in ensembles of codebooks for visual concept detection”, in 17th Int. Conference on Image Analysis and Processing (ICIAP), Naples, Italy, 2013. (303.73 KB)
M. Narouei, Ahmadi, M., Giacinto, G., Takabi, H., and Sami, A., “DLLMiner: structural mining for malware detection”, Security and Communication Networks, 2015. (731.78 KB)
M. Melis, Scalas, M., Demontis, A., Maiorca, D., Biggio, B., Giacinto, G., and Roli, F., “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)
G. Giacinto and Roli, F., “Dynamic Classifier Selection”, in First Int. Workshop on Multiple Classifier Systems (MCS 2000), Cagliari, Italy, 2000, vol. 1857, pp. 177-189.
G. Giacinto and Roli, F., “Dynamic Classifier Selection Based on Multiple Classifier Behaviour”, Pattern Recognition, vol. 34, pp. 179-181, 2001.
L. Didaci and Giacinto, G., “Dynamic Classifier Selection by Adaptive k-Nearest-Neighbourhood Rule”, in 5th Int. Workshop on Multiple Classifier Systems (MCS 2004), 2004, vol. 3077.
C. Lobrano, Tronci, R., Giacinto, G., and Roli, F., “Dynamic Linear Combination of Two-Class Classifiers”, in Lecture Notes in Computer Science, 2010, vol. 6218, pp. 473-482.
R. Tronci, Giacinto, G., and Roli, F., “Dynamic Score Combination: A Supervised and Unsupervised Score Combination Method”, in Machine Learning and Data Mining in Pattern Recognition (MLDM 2009), Leipzig, Germany, 2009, vol. 5632, pp. 163-177.
R. Tronci, Giacinto, G., and Roli, F., “Dynamic score combination of binary experts”, in 19th International Conference on Pattern Recognition (ICPR 2008), Tampa (Florida, USA), 2008.
R. Tronci, Giacinto, G., and Roli, F., “Dynamic Score Selection for Fusion of Multiple Biometric Matchers”, in 14th IEEE International Conference on Image Analysis and Processing ICIAP 2007, Modena, Italy, 2007, pp. 15-20.
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R. Perdisci, Corona, I., and Giacinto, G., “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)
M. Scalas, Maiorca, D., Mercaldo, F., Visaggio, C. Aaron, Martinelli, F., and Giacinto, G., “On the Effectiveness of System API-Related Information for Android Ransomware Detection”, Computers and Security, vol. 86, pp. 162-182, 2019. (706.92 KB)
L. Piras, Giacinto, G., and Paredes, R., “Enhancing image retrieval by an Exploration-Exploitation approach”, in 8th International Conference Machine Learning and Data Mining (MLDM), Berlin, 2012, vol. 7376, pp. 355-365. (307.57 KB)
L. Didaci, Giacinto, G., and Roli, F., “Ensemble Learning for Intrusion Detection in Computer Networks”, in AI*IA, Workshop on "Apprendimento automatico: metodi e applicazioni", Siena, Italy, 2002.
G. Giacinto and Roli, F., “Ensembles of Neural Networks for Soft Classification of Remote Sensing Images”, in European Symposium on Intelligent Techniques, Bari, Italy, 1997, pp. 166-170.
J. Hoffmann, Rytilahti, T., Maiorca, D., Winandy, M., Giacinto, G., and Holz, T., “Evaluating Analysis Tools for Android Apps: Status Quo and Robustness against Obfuscation”, Proceedings of the 6th ACM Conference on Data and Application Security and Privacy (CODASPY 2016, 09-11 March, 2016). 2016. (726.65 KB)
J. Hoffmann, Rytilahti, T., Maiorca, D., Winandy, M., Giacinto, G., and Holz, T., “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)

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