Publications

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Conference Paper
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)
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.
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.
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.
B. Biggio, Corona, I., Maiorca, D., Nelson, B., Srndic, N., Laskov, P., Giacinto, G., and Roli, F., “Evasion attacks against machine learning at test time”, in European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), 2013, vol. 8190, pp. 387-402. (473.78 KB)
M. Melis, Maiorca, D., Biggio, B., Giacinto, G., and Roli, F., “Explaining Black-box Android Malware Detection”, in 26th European Signal Processing Conference (EUSIPCO '18), Rome, Italy, 2018, pp. 524-528. (431.78 KB)
M. Melis, Piras, L., Biggio, B., Giacinto, G., Fumera, G., and Roli, F., “Fast Image Classification with Reduced Multiclass Support Vector Machines”, in 18th Int'l Conf. on Image Analysis and Processing, Genova, Italy, 2015, vol. Image Analysis and Processing (ICIAP 2015), pp. 78-88. (829.37 KB)
D. Ariu and Giacinto, G., “HMMPayl: an application of HMM to the analysis of the HTTP Payload”, in Workshop on Applications of Pattern Analysis, 2010. (273.18 KB)
I. Corona, Ariu, D., and Giacinto, G., “HMM-Web: a framework for the detection of attacks against Web applications”, in IEEE ICC 2009, Dresden, Germany, 2009. (391.14 KB)
D. - T. Dang-Nguyen, Piras, L., Giacinto, G., Boato, G., and De Natale, F. G. B., “A Hybrid Approach for Retrieving Diverse Social Images of Landmarks”, in IEEE International Conference on Multimedia & Expo (ICME), Torino, 2015. (1.16 MB)
R. Tronci, Piras, L., Murgia, G., and Giacinto, G., “Image Hunter at ImageCLEF 2012 Personal Photo Retrieval Task”, in CLEF (Online Working Notes/Labs/Workshop), Rome, 2012. (2.78 MB)
R. Tronci, Murgia, G., Pili, M., Piras, L., and Giacinto, G., “ImageHunter: a novel tool for Relevance Feedback in Content Based Image Retrieval”, in 5th International Workshop on New Challenges in Distributed Information Filtering and Retrieval (DART), Palermo, Italy, 2011. (1.31 MB)
R. Tronci, Giacinto, G., and Roli, F., “Index Driven Combination of Multiple Biometric Experts for AUC Maximisation”, in 7th International Workshop on Multiple Classifiers Systems MCS 2007, Prague (Czech Republic), 2007, vol. 4472, pp. 357-366.
G. Giacinto and Roli, F., “Instance-Based Relevance Feedback for Image Retrieval”, in Advances in Neural Information Processing Systems (NIPS) 17, 2005, pp. 489-496.

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