Publications

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R. Tronci, Murgia, G., Pili, M., Piras, L., and Giacinto, G., ImageHunter: a Novel Tool for Relevance Feedback in Content Based Image Retrieval, in New Challenges in Distributed Information Filtering and Retrieval. DART 2011: Revised and Invited Papers, C. Lai, Semeraro, G., and Vargiu, E. Springer, 2013. (1.98 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)
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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)
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. Ariu, Tronci, R., and Giacinto, G., HMMpayl: An Intrusion Detection System Based On Hidden Markov Models, Computers & Security, vol. 30, pp. 221 - 241, 2011. (1.88 MB)
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)
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G. Giacinto, Roli, F., and Didaci, L., Fusion of multiple classifiers for intrusion detection in computer networks, Pattern Recognition Letters, vol. 24, pp. 1795-1803, 2003.
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)
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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)
D. Maiorca, Ariu, D., Corona, I., and Giacinto, G., An Evasion Resilient Approach to the Detection of Malicious PDF Files, in Information Systems Security and Privacy (Communication in Computer and Information Science), vol. 576, Springer, 2015, pp. 68-85. (503.11 KB)
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)
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)
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)
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.
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.
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)
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)
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)
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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.
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 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.
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.
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.
G. Giacinto and Roli, F., Dynamic Classifier Selection Based on Multiple Classifier Behaviour, Pattern Recognition, vol. 34, pp. 179-181, 2001.
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.

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