Research papers

If you are interested in any of my papers please feel free to contact me by email.

International journal articles

1) [2024] Iacono, M., Mastroianni, M., Evaluation of the effectiveness of national promotion strategies for the improvement of privacy and security. Computers, MDPI, vol. 13(4), 87, ISSN: 2073-431X, DOI: 10.3390/computers13040087
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2) [2023] Kruzel, F., Banas, K., Iacono, M., Porting of Finite Element Integration Algorithm to Xeon Phi Coprocessor-based HPC Architectures. Computer Assisted Methods in Engineering and Science, Vol. 30 N. 4 (2023), IPPT PAN, ISSN: 2956-5839, DOI: 10.24423/cames.578
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3) [2023] Luigi Piero Di Bonito, Lelio Campanile, Erasmo Napolitano, Mauro Iacono, Alberto Portolano, Francesco Di Natale, Analysis of a marine scrubber operation with a combined Analytical/AI-based method. Chemical Engineering Research and Design, Elsevier, ISSN: 0263-8762, DOI: 10.1016/j.cherd.2023.06.006
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4) [2023] Andrea Bobbio, Lelio Campanile, Marco Gribaudo, Mauro Iacono, Fiammetta Marulli, Michele Mastroianni , A cyberwarfare perspective on risks related to health IoT devices and contact tracing. Neural Computing and Applications, Springer, ISSN: 1433-3058, DOI: 10.1007/s00521-021-06720-1
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5) [2021] Jacek Tchorzewski, Agnieszka Jakobik, Mauro Iacono, An ANN-based scalable hashing algorithm for computational clouds with schedulers. International Journal of Applied Mathematics and Computer Science, Num. 4, Vol. 31, Dec. 2021, De Gruyter, ISSN: 1641-876X, DOI: 10.34768/amcs-2021-0048
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6) [2021] Lelio Campanile, Mauro Iacono, Fiammetta Marulli, Michele Mastroianni, Designing a GDPR compliant blockchain-based IoV distributed information tracking system. Information Processing and Management, Elsevier, Vol. 58, Issue 3, May 2021, 102511, ISSN: 0306-4573, DOI: 10.1016/j.ipm.2021.102511
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7) [2021] R. Bandinelli, M. Iacono, A. Orsoni, Anticipating critical events to customise and improve the performance of federation runtime infrastructure. International Journal of Simulation: Systems, Science & Technology, Vol. 22, n. 2, page 1/2, 2021, ISSN 1473-804x (Online), 1473-8031 (Print), DOI: 10.5013/IJSSST.a.22.02.01
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8) [2021] Marco Gribaudo, Mauro Iacono, Daniele Manini, COVID-19 Spatial Diffusion: a Markovian Agent Based Model. Mathematics, num. 5, vol. 9, 2021, MDPI, ISSN: 2227-7390, DOI: 10.3390/math9050485
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9) [2021] Enrico Barbierato, Lelio Campanile, Marco Gribaudo, Mauro Iacono, Michele Mastroianni, Stefania Nacchia, Performance evaluation for the design of a hybrid cloud based distance synchronous and asynchronous learning architecture. Simulation Modelling Practice and Theory, Elsevier, 1569-190X, DOI: 10.1016/j.simpat.2021.102303
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10) [2021] Lelio Campanile, Mauro Iacono, Alexander H. Levis, Fiammetta Marulli, Michele Mastroianni, On privacy regulations, smart roads, blockchain and liability insurance: putting technologies at work. IEEE Security & Privacy, vol. 19, num. 1, 2021, pp. 34-43, IEEE, 1540-7993, DOI: 10.1109/MSEC.2020.3012059
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11) [2020] Dominik Slezak, Dobroslav Kovac, Mauro Iacono, Jacek M. Czerniak, Heuristic Optimization and Operations Research in IoT. Journal of Universal Computer Science, pp. 1364-1365, vol. 26, num. 11, 2020 , ISSN: 0948-6968
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12) [2020] Lelio Campanile, Mauro Iacono, Fiammetta Marulli, Michele Mastroianni, Nicola Mazzocca, Toward a Fuzzy-based Approach for Computational Load Offloading of IoT Devices. Journal of Universal Computer Science, vol. 26, num. 11, pp. 1455--1474, 2020, ISSN: 0948-6968, DOI: 10.3897/jucs.2020.077
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13) [2020] Lelio Campanile, Marco Gribaudo, Mauro Iacono, Michele Mastroianni, Performance evaluation of a fog WSN infrastructure for emergency management. Simulation Modelling Practice and Theory, Volume 104, November 2020, Elsevier, 1569-190X, DOI: 10.1016/j.simpat.2020.102120
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14) [2020] Lelio Campanile, Marco Gribaudo, Mauro Iacono, Fiammetta Marulli, Michele Mastroianni, Computer Network Simulation with ns-3: A Systematic Literature Review. Electronics, MDPI, 9(2), 272, ISSN: 2079-9292, DOI: 10.3390/electronics9020272
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15) [2020] Enrico Barbierato, Marco Gribaudo, Mauro Iacono, Alexander H. Levis, Evaluating the Safety of Crowds in Enclosed Spaces by Markovian Agents. Electronic Notes in Theoretical Computer Science, vol. 353, Elsevier, ISSN: 1571-0661, DOI: 10.1016/j.entcs.2020.09.019
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16) [2020] Lelio Campanile, Mauro Iacono, Stefano Marrone, Michele Mastroianni, On performance evaluation of security monitoring in multitenant cloud applications. Electronic Notes in Theoretical Computer Science, vol. 353, Elsevier, ISSN: 1571-0661, DOI: 10.1016/j.entcs.2020.09.020
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17) [2020] Lelio Campanile, Marco Gribaudo, Mauro Iacono, Michele Mastroianni, Modeling performances of an autonomic router running under attack. International Journal of Embedded Systems, Inderscience, ISSN: 1741-1076, DOI: 10.1504/IJES.2020.107645
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18) [2019] Edoardo Cavalieri d'Oro, Simone Colombo, Marco Gribaudo, Mauro Iacono, Davide Manca, Pietro Piazzolla, Modeling and evaluating a complex edge computing based systems: an emergency management support system case study. Internet of Things, Volume 6, June 2019, Page: 100054, Elsevier , ISSN: 2542-6605, DOI: 10.1016/j.iot.2019.100054
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19) [2019] Tu, W., Pop, F., Jia, W., Wu, J., Iacono, M., High-Performance Computing in Edge Computing Networks. Journal of Parallel and Distributed Computing, Volume 123, January 2019, Page 230, Elsevier, 07437315, DOI: 10.1016/j.jpdc.2018.10.014
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20) [2019] Enrico Barbierato, Marco Gribaudo, Mauro Iacono, Agnieszka Jakobik, Exploiting CloudSim in a multiformalism modeling approach for cloud based systems. Simulation Modelling Practice and Theory, Elsevier, 1569-190X, DOI: 10.1016/j.simpat.2018.09.018
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21) [2018] Marco Gribaudo, Mauro Iacono, Daniele Manini, Performance evaluation of replication policies in microservice based architectures. Electronic Notes on Theoretical Computer Science, Elsevier, ISSN: 1571-0661, DOI: 10.1016/j.entcs.2018.03.033
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22) [2018] Marco Gribaudo, Mauro Iacono, Marim Kiran, A performance modeling framework for lambda architecture based applications. Future Generation Computer Systems, Elsevier, ISSN: 0167-739X, DOI: https://doi.org/10.1016/j.future.2017.07.033
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23) [2018] Emilia Popa, Mauro Iacono, Florin Pop, Adapting MCP and HLFET algorithms to multiple simultaneous scheduling. International Journal of Parallel Programming, ISSN: 1573-7640, DOI: 10.1007/s10766-017-0516-z
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24) [2017] Mauro Iacono, Marco Gribaudo, Joanna Kolodziej, Florin Pop, Modeling and Evaluation of Highly Complex Computer Systems Architectures. Journal of Computational Science, Elsevier, ISSN: 1877-7503, DOI: 10.1016/j.jocs.2017.10.003
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25) [2017] Marco Gribaudo, Mauro Iacono, Alexander H. Levis, An IoT based monitoring approach for cultural heritage sites: the Matera case. Concurrency and Computation: Practice and Experience, Wiley, ISSN: 1532-0634, DOI: 10.1002/cpe.4153
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26) [2016] Enrico Barbierato, Marco Gribaudo, Mauro Iacono, Modeling Hybrid Systems in SIMTHESys. Electronic Notes on Theoretical Computer Science, vol. 327, pp. 5-25 (October 2016), Elsevier, ISSN: 1571-0661, DOI: 10.1016/j.entcs.2016.09.021
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27) [2016] Florin Pop, Mauro Iacono, Marco Gribaudo, Joanna Kolodziej, Advances in modelling and simulation for big-data applications. Concurrency and Computation: Practice and Experience, vol. 28, num. 2, pp. 291-293 (February 2016), Wiley, ISSN: 1532-0634, DOI: 10.1002/cpe.3750
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28) [2016] Marco Gribaudo, Mauro Iacono, Daniele Manini, Improving reliability and performances in large scale distributed applications with erasure codes and replication. Future Generation Computer Systems, vol. 56, pp. 773-782 (March 2016), Elsevier, ISSN: 0167-739X, DOI: 10.1016/j.future.2015.07.006
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29) [2016] Davide Cerotti, Marco Gribaudo, Mauro Iacono, Pietro Piazzolla, Modeling and analysis of performances for concurrent multithread applications on multicore and GPU systems. Concurrency and Computation: Practice and Experience, vol. 28, num. 2, pp. 438-452 (February 2016), Wiley, ISSN: 1532-0634, DOI: 10.1002/cpe.3504
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30) [2016] Enrico Barbierato, Marco Gribaudo, Mauro Iacono, Modeling and evaluating the effects of Big Data storage resource allocation in global scale cloud architectures. International Journal of Data Warehousing and Mining, vol. 12, num. 2, pp. 1-20 (January-March 2016), IGI Global, ISSN: 1548-3924, DOI: 10.4018/IJDWM.2016040101
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31) [2015] Mauro Iacono, Joanna Kolodziej, Complex Problems in High-Performance Computing Systems. International Journal of Applied Mathematics and Computer Science, vol. 25, n.4, 2015, De Gruyter, ISSN: 1641-876X (print), 2083-8492 (online)
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32) [2015] Marco Gribaudo, Mauro Iacono, Stefano Marrone, Exploiting Bayesian Networks for the analysis of combined Attack Trees. Electronic Notes on Theoretical Computer Science, vol. 310, pp. 91-111 (January 2015), Elsevier, ISSN: 1571-0661, DOI: 10.1016/j.entcs.2014.12.014
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33) [2015] Aniello Castiglione, Mauro Iacono, Marco Gribaudo, Francesco Palmieri, Modeling performances of concurrent Big Data applications. Software: Practice and Experience, vol. 45, num. 8, pp. 1127-1144 (August 2015), Wiley, ISSN: 1097-024X, DOI: 10.1002/spe.2269
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34) [2014] M. Iacono, S. Marrone, Model-based availability evaluation of composed web services. Journal of Telecommunications and Information Technology (JTIT), vol. 4/2014, pp. 5-13, ISSN: 1509-4553
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35) [2014] Francesco Flammini, Stefano Marrone, Mauro Iacono, Nicola Mazzocca, Valeria Vittorini, A Multiformalism Modular Approach to ERTMS/ETCS Failure Modelling. International Journal of Reliability, Quality and Safety Engineering, vol. 21, num. 1, pp. 1450001-1-1450001-29, World Scientific , ISSN: 0218-5393, DOI: 10.1142/S0218539314500016
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36) [2014] A. Castiglione, M. Gribaudo, M. Iacono, F. Palmieri, Exploiting mean field analysis to model performances of big data architectures. Future Generation Computer Systems, vol. 37, pp. 203-211 (July 2014), Elsevier, ISSN: 0167-739X, DOI: 10.1016/j.future.2013.07.016
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37) [2013] M. Iacono, S. Marrone, Telemaco: a language oriented tool for graph-based models layout optimization. Journal of Telecommunications and Information Technology (JTIT), vol. 4/2013, pp. 41-50, ISSN: 1509-4553
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38) [2013] M. D'Arienzo, M. Iacono, S. Marrone, R. Nardone, Petri Net based Evaluation of Energy Consumption in Wireless Sensor Nodes. Journal of High Speed Networks, vol. 19, num. 4, pp. 339-358, 2013, IOS Press, ISSN: 0926-6801 (Print), 1875-8940 (Online), DOI: 10.3233/JHS-130482
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39) [2013] E. Barbierato, G. Dei Rossi, M. Gribaudo, M. Iacono, A. Marin, Exploiting product forms solution techniques in multiformalism modeling. Electronic Notes in Theoretical Computer Science, vol. 296, pp. 61-77 (August 2013), Elsevier, ISSN 1571-0661, DOI: 10.1016/j.entcs.2013.07.005
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40) [2012] M. Iacono, E. Barbierato, M. Gribaudo, The SIMTHESys Multiformalism Modeling Framework. Computer & Mathematics with Applications, vol. 64, num. 12, pp. 3828-3839 (December 2012), Elsevier, ISSN: 0898-1221, DOI: 10.1016/j.camwa.2012.03.009
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41) [2011] E. Barbierato, M. Gribaudo, M. Iacono, Defining formalisms for performance evaluation with SIMTHESys. Electronic Notes in Theoretical Computer Science, vol. 275, pp. 37-51, Elsevier, ISSN: 1571-0661, DOI: 10.1016/j.entcs.2011.09.004
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42) [2004] M. Iacono, N. Mazzocca, G. Franceschinis, V. Vittorini, The OsMoSys approach to multi-formalism modelling of systems. Software and Systems Modeling, vol. 3 num. 1; p. 68-81, Springer, ISSN: 1619-1366, DOI: 10.1007/s10270-003-0039-5
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43) [2004] R. Bandinelli, M. Iacono, A. Orsoni, Anticipating critical events to improve the remote scheduling of coordinated production. International Journal of Simulation: Systems, Science & Technology, vol. 5 num. 1-2; p. 1-8, ISSN: 1473-804X
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International edited books

1) [2021] Paolo Ballarini, Hind Castel, Ioannis Dimitriou, Mauro Iacono, Tuan Phung-Duc, Joris Walraevens, Performance Engineering and Stochastic Modeling, 17th European Workshop, EPEW 2021, and 26th International Conference, ASMTA 2021, Virtual Event, December 9-10 and December 13-14, 2021, Proceedings. Lecture Notes in Computer Science 13104 - Lecture Notes in Programming and Software Engineering 13104, Springer, Cham, ISBN: 978-3-030-91824-8, DOI: 10.1007/978-3-030-91825-5
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2) [2021] Khalid Al-Begain, Mauro Iacono, Lelio Campanile, Andrzej Bargiela, The 35rd Conference on Modelling and Simulation. Communications of ECMS, vol. 35 n. 1, June 2021, ECMS, ISSN: 2522-2414, ISBN: 978-3-937436-72-2, DOI: 10.7148/2021
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3) [2020] Marco Gribaudo, Mauro Iacono, Tuan Phung-Duc, Rostislav Razumchik, Computer Performance Engineering 16th European Workshop, EPEW 2019, Milan, Italy, November 28-29, 2019, Revised Selected Papers. Lecture Notes in Computer Science 12039, Springer, ISBN: 978-3-030-44410-5 (printed), 978-3-030-44411-2 (ebook), DOI: 10.1007/978-3-030-44411-2
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4) [2019] Mauro Iacono, Francesco Palmieri, Marco Gribaudo, Massimo Ficco, The 33rd Conference on Modelling and Simulation. Communications of ECMS, vol. 33 n. 1, June 2019, ECMS, ISSN: 2522-2414, DOI: 10.7148/2019
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5) [2013] M. Gribaudo, M. Iacono, Theory and applications of multi-formalism modeling. IGI-Global, ISBN: 978-1-4666-4659-9, DOI: 10.4018/978-1-4666-4659-9
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International book chapters

1) [2024] Iacono, M, Mastroianni, M., Evaluating the effects of nudging and deterrence on users' behavior for privacy-by-design. Communications of ECMS, European Council for Modelling and Simulation, vol. 38(1), pp. 521-527, ISSN: 2522-2414, DOI: 10.7148/2024-0521
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2) [2024] Campanile, L., Di Bonito, L.P., Di Natale, F., Iacono, M., Ensemble models for predicting CO concentrations: application and explainability in environmental monitoring in Campania, Italy. Communications of ECMS, European Council for Modelling and Simulation, vol. 38(1), pp. 521-527, ISSN: 2522-2414, DOI: 10.7148/2024-0558
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3) [2023] Lelio Campanile, Luigi Piero Di Bonito, Marco Gribaudo, Mauro Iacono , A Domain Specific Language for the Design of Artificial Intelligence Applications for Process Engineering. LNICST, Vol. 482, Pages 133-146, 2023, ISBN: 978-303131233-5, DOI: 10.1007/978-3-031-31234-2_8
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4) [2023] Mauro Iacono, Michele Mastroianni, Evaluating the effectiveness of privacy and security promotion strategies. PCEIoT 2023, The 3rd Workshop on Privacy in the Cloud/Edge/IoT World 2023, in conjunction with The 23th International Conference on Computational Science and its Applications (ICCSA 2023), July 3-6, 2023, Athens, Greece, DOI: (to appear)
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5) [2023] Lelio Campanile, Luigi Piero Di Bonito, Mauro Iacono, Francesco Di Natale, Prediction of chemical plants operating performances: a machine learning approach. Communications of ECMS, vol. 37 n. 1, June 2023, ECMS, DOI: (to appear)
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6) [2023] Enrico Barbierato, Mauro Iacono, Marco Gribaudo, Michele Mastroianni, Cost- and performance-based evaluation of cloud-based disaster recovery. Communications of ECMS, vol. 37 n. 1, June 2023, ECMS, DOI: (to appear)
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7) [2023] Marco Gribaudo, Mauro Iacono, Places, transitions and queues: new proposals for interconnection semantics. Computer Performance Engineering, EPEW 2022, LNCS 13659, Springer, ISBN: 978-3-031-25048-4, DOI: 10.1007/978-3-031-25049-1_14
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8) [2022] Marco Gribaudo, Mauro Iacono, Daniele Manini, Michele Mastroianni, Analysis of the Battery Level in Complex Wireless Sensor Networks using a Two Time Scales Second Order Fluid Model. PASM 2022, The 11th International Workshop on Practical Applications of Stochastic Modelling, 23rd September 2022, Santa Pola, Alicante, Spain, DOI: (to appear)
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9) [2021] Lelio Campanile, Pasquale Cantiello, Mauro Iacono, Fiammetta Marulli, Michele Mastroianni, Risk Analysis of a GDPR-Compliant Deletion Technique for Consortium Blockchains Based on Pseudonymization. Lecture Notes in Computer Science 12956, Springer, ISBN: 978-3-030-87010-2, DOI: 10.1007/978-3-030-87010-2_1
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10) [2021] Lelio Campanile, Pasquale Cantiello, Mauro Iacono, Fiammetta Marulli, Michele Mastroianni, Vulnerabilities Assessment of Deep Learning-based Fake News Checker under Poisoning Attacks . Computational Data and Social Networks, LNCS 13116, Springer, ISBN: 978-3-030-91433-2, DOI: 10.1007/978-3-030-91434-9
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11) [2021] L. Campanile, M. Gribaudo, M. Iacono and M. Mastroianni, Hybrid simulation of energy management in IoT edge surveillance systems. Analytical and Stochastic Modelling Techniques and Applications - Computer Performance Engineering, Lecture Notes in Computer Science 13104, Springer, ISBN: 978-3-030-91825-5, DOI: 10.1007/978-3-030-91825-5_21
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12) [2021] Marco Gribaudo, Daniele Manini, Mauro Iacono, Simulation of n-dimensional second-order fluid models with different absorbing, reflecting and mixed barriers. Lecture Notes in Computer Science, QEST 2021, The 18th International Conference on Quantitative Evaluation of SysTems, August 23-27, 2021, Paris, France, ISBN: 978-303085171-2, DOI: 10.1007/978-3-030-85172-9_15
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13) [2021] Oksana Nikiforova, Mauro Iacono, Nisrine El Marzouki, Andrejs Romanovs and Hans Vangheluwe, Enabling composition of cyber-physical systems with the two-hemisphere model-driven approach. Bedir Tekinerdogan, Dominique Blouin, Hans Vangheluwe, Miguel Goulao, Paulo Carreira, Vasco Amaral, Multi-Paradigm Modelling Approaches for Cyber-Physical Systems, Elsevier, 978-0-12-819105-7, DOI: 10.1016/B978-0-12-819105-7.00011-8
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14) [2021] Holger Giese, Dominique Blouin, Rima Al-Ali, Hana Mkaouar, Soumyadip Bandyopadhyay, Mauro Iacono, Moussa Amrani, Stefan Klikovits and Ferhat Erata, An ontology for multi-paradigm modelling. Bedir Tekinerdogan, Dominique Blouin, Hans Vangheluwe, Miguel Goulao, Paulo Carreira, Vasco Amaral, Multi-Paradigm Modelling Approaches for Cyber-Physical Systems, Elsevier, 978-0-12-819105-7, DOI: 10.1016/B978-0-12-819105-7.00009-X
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15) [2021] Dominique Blouin, Rima Al-Ali, Mauro Iacono, Bedir Tekinerdogan and Holger Giese, An ontological foundation for multi-paradigm modelling for cyber-physical systems. Bedir Tekinerdogan, Dominique Blouin, Hans Vangheluwe, Miguel Goulao, Paulo Carreira, Vasco Amaral, Multi-Paradigm Modelling Approaches for Cyber-Physical Systems, Elsevier, 978-0-12-819105-7, DOI: 10.1016/B978-0-12-819105-7.00007-6
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16) [2021] Bedir Tekinerdogan, Rakshit Mittal, Rima Al-Ali, Mauro Iacono, Eva Navarro, Soumyadip Bandyopadhyay, Ken Vanherpen and Ankica Barisic, A feature-based ontology for cyber-physical systems. Bedir Tekinerdogan, Dominique Blouin, Hans Vangheluwe, Miguel Goulao, Paulo Carreira, Vasco Amaral, Multi-Paradigm Modelling Approaches for Cyber-Physical Systems, Elsevier, 978-0-12-819105-7, DOI: 10.1016/B978-0-12-819105-7.00008-8
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17) [2020] Antonio Balzanella, Salvatore D'Angelo, Mauro Iacono, Stefania Nacchia, Rosanna Verde, Automatic Classification of Road Traffic with Fiber Based Sensors in Smart Cities Applications. Lecture Notes in Computer Science, vol. 12157, Springer, ISBN: 978-3-030-58810-6, 978-3-030-58811-3, DOI: 10.1007/978-3-030-58811-3_3
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18) [2020] Mauro Iacono, Lucilla De Arcangelis, Eugenio Lippiello, Towards a multiparadigm approach to model energy management in WSN for IoT based edge computing applications. Communications of the ECMS, Volume 34, Issue 1, June 2020, ISSN: 2522-2414, ISBN: 978-3-937436-68-5, DOI: 10.7148/2020-0361
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19) [2020] Lelio Campanile, Mauro Iacono, Fiammetta Marulli, Michele Mastrioianni, A simulation study on a WSN for emergency management. Communications of the ECMS, Volume 34, Issue 1, June 2020, ISSN: 2522-2414, ISBN: 978-3-937436-68-5, DOI: 10.7148/2020-0384
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20) [2020] Lelio Campanile, Mauro Iacono, Fabio Martinelli, Fiammetta Marulli, Michele Mastroianni, Francesco Mercaldo and Antonella Santone, Towards the Use of Generative Adversarial Neural Networks to Attack Online Resources. Web, Artificial Intelligence and Network Applications, Springer International Publishing, ISBN: 978-3-030-44038-1, DOI: 10.1007/978-3-030-44038-1_81
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21) [2020] Enrico Barbierato, Marco Gribaudo, Mauro Iacono, Map-Reduce Process Algebra: a formalism to describe Directed Acyclic Graph task-based jobs in parallel environments. Analytical and Stochastic Modelling Techniques and Applications, M. Gribaudo et al. (Eds.), LNCS 12023, pp. 85-99, 2020, ISSN: 0302-9743/1611-3349 (electronic), ISBN: 978-3-030-62884-0/978-3-030-62885-7 (eBook), DOI: 10.1007/978-3-030-62885-7_7
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22) [2019] Marco Gribaudo, Mauro Iacono, Michele Mastrioianni, Lelio Campanile, Performance Modeling And Analysis Of An Autonomic Router. Communications of ECMS, vol. 33 n. 1, June 2019, ISSN: 2522-2414, DOI: 10.7148/2019-0441
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23) [2019] Simone Spolaor, Marco Gribaudo, Mauro Iacono, Tomas Kadavy, Zuzana Kominkova Oplatkova, Giancarlo Mauri, Sabri Pllana, Roman Senkerik, Natalija Stojanovic, Esko Turunen, Adam Viktorin, Salvatore Vitabile, Ales Zamuda and Marco S. Nobile, Towards human cell simulation. High-Performance Modelling and Simulation for Big Data Applications, Lecture Notes in Computer Science 11400, Kolodziej, Joanna, Gonzalez-Velez, Horacio (Eds.), Springer, ISBN: 978-3-030-16272-6, DOI: 10.1007/978-3-030-16272-6_8
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24) [2019] Marco Gribaudo, Mauro Iacono, Alexander H. Levis, Multi-formalism Modeling of Complex Social-Behavioral Systems. Social-Behavioral Modeling for Complex Systems, Paul K. Davis, Angela O'Mahony, Jonathan Pfautz (Eds), Wiley, ISBN: 978-1-119-48496-7, DOI: 10.1002/9781119485001.ch31
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25) [2018] Enrico Barbierato, Marco Gribaudo, Mauro Iacono and Pietro Piazzolla, Second Order Fluid Performance Evaluation Models for Interactive 3D Multimedia Streaming. Computer Performance Engineering. EPEW 2018. Lecture Notes in Computer Science, vol 11178. Springer, Cham, ISBN: 978-3-030-02226-6, DOI: 10.1007/978-3-030-02227-3_14
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26) [2018] Enrico Barbierato, Mauro Iacono, Marco Gribaudo, Alexander H. Levis, Modeling Crowd Behavior in a Theater. New Frontiers in Quantitative Methods in Informatics, Springer International Publishing, ISBN: 978-3-319-91631-6, DOI: 10.1007/978-3-319-91632-3_4
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27) [2018] M. Iacono, S. Marrone, Risk assessment and monitoring in intelligent data-centric system. Security and Resilience in Intelligent Data-Centric Systems and Communication Networks, M.Ficco and F. Palmieri, Elsevier Series: Intelligent Data-Centric Systems: Sensor Collected Intelligence, ISBN: 978-0-12-811373-8, DOI: 10.1016/B978-0-12-811373-8.00002-1
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28) [2017] P. Cremonesi, F. Garzotto, M. Gribaudo, M. Iacono, P. Piazzolla , Toward a new fashion concepts design tool: The vMannequin framework. Business Models and ICT Technologies for the Fashion Supply Chain, Lecture Notes in Electrical Engineering, Volume 413, 2017, Pages 123-133, ISBN: 978-331948510-2, ISSN: 18761100, DOI: 10.1007/978-3-319-48511-9_11
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29) [2016] Enrico Barbierato, Marco Gribaudo, and Mauro Iacono, Simulating hybrid systems within SIMTHESys multi-formalism models. Computer Performance Engineering, LNCS 9951, 13th European Workshop, EPEW 2016, Chios, Greece, October 5-7, 2016, Proceedings, Springer International Publishing, Germany , 978-3-319-46432-9, DOI: 10.1007/978-3-319-46433-6_13
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30) [2016] M. Gribaudo, M .Iacono, F. Palmieri, Performance modeling of Big Data oriented architectures. Resource Management for Big Data Platforms and Applications - Algorithms, Modelling, and High-Performance Computing Techniques, Springer, ISBN: 978-3-319-44880-0, DOI: 10.1007/978-3-319-44881-7
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31) [2016] Andrea Bobbio, Davide Cerotti, Marco Gribaudo, Mauro Iacono, Daniele Manini, Markovian Agent Models: A Dynamic Population of Interdependent Markovian Agents. Seminal Contributions to Modelling and Simulation: 30 Years of the European Council of Modelling and Simulation, Springer, ISBN: 978-3-319-33785-2, DOI: 10.1007/978-3-319-33786-9_13
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32) [2016] Daniele Manini, Marco Gribaudo and Mauro Iacono, Modeling replication and erasure coding in large scale distributed storage systems based on CEPH. Digitally Supported Innovation, in Lecture Notes in Information Systems and Organisation (LNISO) Series, ISBN: 978-3-319-40264-2/978-3-319-40265-9, DOI: 10.1007/978-3-319-40265-9_20
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33) [2016] Gianfranco Ciardo, Marco Gribaudo, Mauro Iacono, Andrew Miner and Pietro Piazzolla, Power consumption analysis of replicated virtual applications in heterogeneous architectures. Digitally Supported Innovation, in Lecture Notes in Information Systems and Organisation (LNISO) Series, ISBN: 978-3-319-40264-2/978-3-319-40265-9, DOI: 10.1007/978-3-319-40265-9_21
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34) [2015] Marco Gribaudo, Mauro Iacono, A different perspective of agent-based techniques: Markovian Agents. Intelligent Agents in Data Intensive Computing, Springer, pages 51-70, ISBN: 978-3-319-23741-1, DOI: 10.1007/978-3-319-23742-8
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35) [2015] Enrico Barbierato, Mauro Iacono, Marco Gribaudo, Multiformalism and multisolution strategies for system performances evaluation. Quantitative Assessments of Distributed Systems, Wiley, ISBN 978-1-118-59521-3
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36) [2013] M. Gribaudo, M. Iacono, An introduction to multiformalism modeling. Theory and applications of multi-formalism modeling, IGI-Global, ISBN13: 9781466646599, ISBN10: 1466646594, DOI: 10.4018/978-1-4666-4659-9.ch001
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37) [2013] M. Iacono, Designing user-defined modeling languages with SIMTHESys. Theory and applications of multi-formalism modeling, IGI-Global, ISBN13: 9781466646599, ISBN10: 1466646594, DOI: 10.4018/978-1-4666-4659-9.ch010
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38) [2011] E. Barbierato, M. Gribaudo, M. Iacono, S. Marrone, Performability modeling of exceptions-aware systems in multiformalism tools. Analytical and Stochastic Modeling Techniques and Applications, LNCS 6751, pp. 257-272, Springer-Verlag, ISBN: 978-3-642-21712-8, DOI: 10.1007/978-3-642-21713-5_19
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39) [2011] A. Irpino, M. Iacono, Improving the MHIST-p algorithm for multivariate histograms of continuous data. In: B. Fichet, D. Piccolo, R. Verde, M. Vichi (Ed.), Classification and Multivariate Analysis for Complex Data Structures, p. 155-164, Springer, ISBN: 978-3-642-13311-4, DOI: 10.1007/978-3-642-13312-1_15
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40) [2006] M. Iacono, S. Marrone, N. Mazzocca, F. Moscato, V. Vittorini, A Model Analysis of a Distributed Monitoring System using a Multi-Formalism Approach. Applied Parallel Computing, LNCS 3732, vol. 3732, Springer-Verlag, ISBN: 978-3-540-29067-4, DOI: 10.1007/11558958_59
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41) [2004] G. Franceschinis, M. Gribaudo, M. Iacono, S. Marrone, N. Mazzocca, V. Vittorini, Compositional modeling of complex systems: contact center scenarios in OsMoSys. Lecture Notes in Computer Science (LNCS), vol. 3099, Applications and Theory of Petri Nets 2004. vol. 3099, p. 177-196, Springer-Verlag, ISBN: 3-540-22236-7, DOI: 10.1007/978-3-540-27793-4_11
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42) [2002] G. Franceschinis, M. Gribaudo, M. Iacono, N. Mazzocca, V. Vittorini, DrawNET++: model objects to support performance analysis and simulation of complex systems. Lecture Notes in Computer Science (LNCS), vol. 2324, Computer Performance Evaluation - Modelling Techniques and Tools. vol. 2324, p. 233-238, Springer Verlag, ISSN: 3-540-43539-5, DOI: 10.1007/3-540-46029-2_18
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Contributions in international conference proceedings

1) [2023] Gribaudo, M., Iacono, M., Levis, A.H., Evaluating defense services performance on military cloud continuum systems. 2023 IEEE International Workshop on Technologies for Defense and Security, TechDefense 2023 - Proceedings, Roma, 20-22 November 2023, pp. 406-411, IEEE, ISBN: 979-8-3503-1939-2, DOI: 10.1109/TechDefense59795.2023.10380886
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2) [2022] Campanile, L., Iacono, M., Mastroianni, M., Towards privacy-aware software design in small and medium enterprises. DASC 2022, The 20th IEEE International Conference on Dependable, Autonomic & Secure Computing, Falerna, Italy, September 12-15, 2022 , (to appear)
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3) [2022] Campanile, L., Iacono, M., Marulli, F., Gribaudo, M., Mastroianni, M., A DSL-based modeling approach for energy harvesting IoT/WSN. Communications of ECMS, vol. 36 n. 1, June 2022, ECMS, ISBN: 978-393743677-7
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4) [2021] Antonio Balzanella, Lelio Campanile, Mauro Iacono, Fiammetta Marulli, Michele Mastroianni, Exploring a Federated Learning Approach to Enhance Authorship Attribution of Misleading Information from Heterogeneous Sources. IJCNN 2021, The IEEE International Joint Conference on Neural Networks, online, July 18-22, 2021, ISBN: 978-073813366-9, DOI: 10.1109/IJCNN52387.2021.9534377
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5) [2021] Massimo Coppola, Mauro Iacono, Mauro Migliardi, Francesco Palmieri, A Methodological Perspective on Lawful Internet Surveillance. Proceedings of the 1st Workshop on Flexible Resource and Application Management on the Edge (FRAME '21), June 25, 2021, Virtual Event, Sweden, ISBN: 978-1-4503-8384-4/21/06, DOI: 10.1145/3452369.3463824
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6) [2021] Lelio Campanile, Pasquale Cantiello, Mauro Iacono, Roberta Lotito, Fiammetta Marulli and Michele Mastroianni, Applying machine learning to weather and pollution data analysis for a better management of local areas: the case of Napoli, Italy. Proceedings of the 6th International Conference on Internet of Things, Big Data and Security - Volume 1: AI4EIoTs, 354-363, 2021 , Prague, Czech Republic, ISBN: 978-989-758-504-3, DOI: 10.5220/0010540003540363
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7) [2020] Lelio Campanile, Mauro Iacono, Fiammetta Marulli, Michele Mastroianni, Privacy Regulations Challenges on Data-centric and IoT Systems: A Case Study for Smart Vehicles. Proceedings of the 5th International Conference on Internet of Things, Big Data and Security - Volume 1: AI4EIoTs, pp. 507-518, Online, May 7-9, 2020, ISBN: 978-989758426-8, DOI: 10.5220/0009839305070518
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8) [2020] Lelio Campanile, Mauro Iacono, Roberta Lotito and Michele Mastroianni, A WSN energy-aware approach for air pollution monitoring in waste treatment facility site: a case study for landfill monitoring odour . The 5th International Conference on Internet of Things, Big Data and Security - Volume 1: AI4EIoTs, pp. 526-532, Online, May 7-9, 2020, ISBN: 978-989-758-426-8, DOI: 10.5220/0009819005260532
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9) [2019] Lelio Campanile, Marco Gribaudo, Mauro Iacono and Michele Mastroianni, Quantitative modeling of the behaviour of an autonomic router. VALUETOOLS 2019 - 12th EAI International Conference on Performance Evaluation Methodologies and Tools March 13-15, 2019 Universitat de les Illes Balears Palma de Mallorca, Spain, ISBN: 978-1-4503-6596-3, DOI: 10.1145/3306309.3306344
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10) [2018] Marco Gribaudo, Mauro Iacono, Agnieszka Jakobik, Joanna Kolodziej, Performance Optimisation Of Edge Computing Homeland Security Support Applications. ECMS 2018, The 32nd European Conference on Modelling and Simulation, May 22-25, 2018, Wilhelmshaven, Germany, ISSN: 2522-2422, DOI: 10.7148/2018-0440
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11) [2018] Marco Gribaudo, Pietro Piazzolla, Mauro Iacono, Anchor Placement In Indoor Object Tracking Systems For Virtual Reality Simulations. ECMS 2018, The 32nd European Conference on Modelling and Simulation, May 22-25, 2018, Wilhelmshaven, Germany, ISSN: 2522-2422, DOI: 10.7148/2018-0447
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12) [2017] Edoardo Cavalieri d'Oro, Simone Colombo, Marco Gribaudo, Mauro Iacono, Davide Manca, Pietro Piazzolla, Modeling and evaluating performances of complex edge computing based systems: a firefighting support system case study. Valuetools 2017, The 11th EAI International Conference on Performance Evaluation Methodologies and Tools, ISBN: 978-1-4503-6346-4, DOI: 10.1145/3150928.3150970
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13) [2017] Oksana Nikiforova, Nisrine El Marzouki, Konstantins Gusarovs, Hans Vangheluwe, Tomas Bures, Rima Al-Ali, Mauro Iacono, Priscill Orue Esquivel, Florin Leon, The Two-Hemisphere Modelling Approach to the Composition of Cyber-Physical Systems. ICSOFT 2017, The 12th International Conference on Software Technologies, June 24-25, 2017, Madrid, Spain, ISBN: 978-989758262-2
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14) [2017] Marco Gribaudo, Mauro Iacono, Daniele Manini, Performance evaluation of massively distributed microservices based applications. ECMS 2017, ISBN: 978-0-9932440-4-9, DOI: ECMS 2017 - The 31st European Conference on Modeling and Simulation 2017, May 23-26, 2017, Budapest, Hungary
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15) [2017] Pietro Piazzolla, Marco Gribaudo, Simone Colombo, Davide Manca, Mauro Iacono, A low-cost distributed IoT-based augmented reality interactive simulator for team training. ECMS 2017 - The 31st European Conference on Modeling and Simulation 2017, May 23-26, 2017, Budapest, Hungary, ISBN: 978-099324404-9
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16) [2016] Oksana Nikiforova, Nisrine El Marzouki, Nadezda Kunicina, Hans Vangheluwe, Florin Leon, Mauro Iacono, Rima Al-Ali, Priscill Orue, Several Issues on Composition of Cyber-Physical Systems Based on Principles of the Two Hemisphere Modelling. Proceedings of the 4th Workshop of the MPM4CPS COST Action, September 15-16, 2016, Gdansk, Poland
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17) [2016] Marco Gribaudo, Mauro Iacono, Daniele Manini, Three layers network influence on cloud data center performances. ECMS 2016 - The 30th European Conference on Modelling and Simulation, Regensburg, Germany, May 31-June 3, 2016, ISBN: 978-099324402-5, DOI: 10.7148/2016-0621
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18) [2016] Paolo Cremonesi, Franca Garzotto, Marco Gribaudo, Mauro Iacono, Pietro Piazzolla, vMannequin: a Fashion Store Concept Design Tool. ECMS 2016 - The 30th European Conference on Modelling and Simulation, Regensburg, Germany, May 31-June 3, 2016, ISBN: 978-099324402-5
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19) [2015] Gian-Luca dei Rossi, Mauro Iacono, Andrea Marin, Evaluating the impact of eDoS attacks to cloud facilities. VALUETOOLS 2015 - The 9th EAI International Conference on Performance Evaluation Methodologies and Tools, December 14-16, 2015, Berlin, Germany, ISBN: 978-1-63190-096-9, DOI: 10.4108/eai.14-12-2015.2262650
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20) [2015] Marco Gribaudo, Mauro Iacono, Daniele Manini, Marco Pironti, Paola Pisano, A simulation based approach for the evaluation of outcome driven innovation models. ECMS 2015 - The 29th European Conference on Modelling and Simulation, May 26-29, 2015, Albena (Varna), Bulgaria, ISBN: 978-0-9932440-0-1, DOI: 10.7148/2015-0138
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21) [2014] E. Barbierato, M. Gribaudo, M. Iacono, Performance Evaluation of NoSQL Big-Data applications using multi-formalism models. Future Generation Computer Systems, vol. 37, pp. 345-353 (July 2014), Elsevier, ISSN: 0167-739X, DOI: 10.1016/j.future.2013.12.036
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22) [2014] Davide Cerotti, Marco Gribaudo, Mauro Iacono, Pietro Piazzolla, Workload characterization of multithreaded applications on multicore architectures. ECMS 2014 - 28th European Conference on Modelling and Simulation, Brescia, Italy, May 27-30, 2014 , ISBN: 978-0-9564944-8-1, DOI: 10.7148/2014-0480
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23) [2013] E. Barbierato, M. Gribaudo, M. Iacono, Modeling Apache Hive based applications in Big Data architectures. VALUETOOLS 2013, 7th International Conference on Performance Evaluation Methodologies and Tools, Torino, Italy, December 10-12, 2013, ISBN: 978-1-936968-48-0, DOI: 10.4108/icst.valuetools.2013.254398
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24) [2013] E. Barbierato, M. Gribaudo, M. Iacono, A Performance Modeling Language For Big Data Architectures. 27th European conference on modelling and simulation (ECMS 2013). IEEE Soc. German Chapter, ISBN: 978-0-9564944-6-7, DOI: 10.7148/2013-0511
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25) [2013] M. D'Arienzo, M. Iacono, S. Marrone, R. Nardone, Estimation of energy consumption of mobile sensors in WSN environmental monitoring applications. In: Mauro Migliardi, Francesco Palmieri. WAINA '13 Proceedings of the 2013 27th International Conference on Advanced Information Networking and Applications Workshops. Pages 1588-1593, IEEE Computer Society Washington, DC, USA, ISBN: 978-0-7695-4952-1, DOI: 10.1109/WAINA.2013.33
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26) [2012] E. Barbierato, A. Bobbio, M. Gribaudo, M. Iacono, Multiformalism to Support Software Rejuvenation Modeling. IEEE 23rd International Symposium on Software Reliability Engineering Workshops (ISSREW), 27-30 Nov. 2012, pp.271-276, IEEE, ISBN: 978-0-7695-4928-6, DOI: 10.1109/ISSREW.2012.92
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27) [2012] E. Barbierato, M. Iacono, S. Marrone, PerfBPEL: a graph-based approach for the performance analysis of BPEL SOA applications. Proceedings of Valuetools 2012, 6th International Conference on Performance Evaluation Methodologies and Tools. Cargese (France), October 9-12, 2012, ISBN: 978-1-936968-63-3, DOI: 10.4108/valuetools.2012.250340
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28) [2012] E. Barbierato, M. Gribaudo, M. Iacono, SIMTHESysER: a tool generator for the performance evaluation of multiformalism models. Proceedings of INFQ 2012. Lucca (Italy), June 25-July 6, 2012
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29) [2011] E. Barbierato, M. Gribaudo, M. Iacono, Exploiting multiformalism models for testing and performance evaluation in SIMTHESys. Proceedings of 5th International ICST Conference on Performance Evaluation Methodologies and Tools - VALUETOOLS 2011, Cachan (France), May 16-20, 2011, ICST, ISBN: 978-1-936968-09-1, DOI: 10.4108/icst.valuetools.2011.245727
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30) [2010] M. Iacono, M. Gribaudo, Element based semantics in multi formalism performance models. MASCOTS 2010, The 18th Annual Meeting of the IEEE International Symposium on Modeling, Analysis and Simulation of Computer and Telecommunication Systems, Miami Beach, Florida (USA), August 17-19, 2010 IEEE Computer Society, p. 413-416, ISBN: 978-0-7695-4197-6/1526-7539, DOI: 10.1109/MASCOTS.2010.54
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31) [2010] M. Iacono, S. Marrone, Evaluating availability of composed web services. International Conference on Operation Research 2010 - Quantitative Models for Performance and Dependability. Munich (DE), September 1-3 2010
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32) [2010] M. Iacono, S. Marrone, E. Romano, Adaptive Monitoring of Marine Disasters with Intelligent Mobile Sensor Networks. Proceedings of 2010 IEEE Workshop on Environmental, Energy, and Structural Monitoring Systems, Taranto, Italy, 9/11/2010, IEEE, p. 38-45, ISBN: 978-1-4244-6275-9, DOI: 10.1109/EESMS.2010.5634179
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33) [2009] G. Franceschinis, M. Gribaudo, M. Iacono, S. Marrone, F. Moscato, V. Vittorini, Interfaces and Binding in Component Based Development of Formal Models. Proc. of 4th International Conference on Performance Evaluation Methodologies and Tools (VALUETOOLS). Pisa (Italy), October 2009, ISBN: 978-963-9799-70-7, DOI: 10.4108/ICST.VALUETOOLS2009.7677
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34) [2008] M. Iacono, S. Marrone, A performance driven modeling approach for SOA based application. European Simulation and Modeling 2008. Le Havre, 27-29 ottobre 2008 EUROSIS, ISBN: 9789077381441
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35) [2008] A. Irpino, M. Iacono, Improving MHIST algorithm for multidimensional histogram extraction from large databases. First Joint Meeting of the Societè Francophone de Classification and the Classification and Data Analisys Group of the Italian Statistical Society. Caserta, 11-13 giugno 2008, NAPOLI: Edizoni Scientifiche Italiane, vol. 5, p. 321-324, ISBN: 978-88-495-1656-2
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36) [2007] F. De Carlo, M. Iacono, S. Marrone, Combining genetic algorithms and fault tree analysis in reliability/cost optimization for critical complex systems. Proceedings of MITIP 07. Firenze, Italy, september 6-7 2007
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37) [2007] G. Di Lorenzo, F. Flammini, M. Iacono, S. Marrone, F. Moscato, V. Vittorini, The software architecture of the OsMoSys Multisolution Framework. Proc. 2nd ACM International Conference on Performance Evaluation Methodologies and Tools (VALUETOOLS 07). Nantes, France, October 2007 ACM - ICST, ISBN: 978-963-9799-00-4, DOI: 10.4108/valuetools.2007.1913
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38) [2005] F. Flammini, M. Iacono, S. Marrone, N. Mazzocca, Using Repairable Fault Trees for the evaluation of design choices for critical repairable systems. Proceedings of the 9th High Assurance System Engineering (HASE). Heidelberg (Germany), October 2005 IEEE, ISBN: 0-7695-2377-3, DOI: 10.1109/HASE.2005.26
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39) [2004] D. Codetta Raiteri, G. Franceschinis, M. Iacono, N. Mazzocca, V. Vittorini, Repairable Fault Tree for the Automatic Evaluation of Repair Policies. Proceedings on the International Conference on Dependable Systems and Networks, DSN-2004. Firenze, Italy, June 28th - July 1, 2004 IEEE, p. 659-668, ISBN: 0-7695-2052-9, DOI: 10.1109/DSN.2004.1311936
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40) [2004] M. Iacono, S. Marrone, N. Mazzocca, F. Moscato, Modelling distributed supervisory systems using a modular multi-formalism methodology. Proceedings of ESMc'2004 conference. UNESCO, Paris, France, October 25-27, 2004, ISBN: 9077381147
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41) [2004] R. Bandinelli, M. Iacono, A. Orsoni, Improving the remote scheduling performance of manufacuring and installation of large custom-made products. Proceedings of ESM 2004, 18th European Simulation Multiconference, Magdeburg, Germany, June 13-16, 2004
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42) [2004] R. Bandinelli, M. Iacono, A. Orsoni, Improving on-line production scheduling performance with artificial intelligence techniques. Proceedings of 5th EUROSIM congress on modelling and simulation. ESIEE Paris, Citè Descartes, Marne la Vallè, France, September 06-10, 2004, EUROSIM-FRANCOSIM-ARGESIM, ISBN: 3-901608-28-1
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43) [2004] R. Bandinelli, M. Iacono, A. Orsoni, Anticipating critical events to customise and improve the performance of federation runtime infrastructure. Proceedings of UKSIM 04, Seventh United Kingdom Simulation Society Conference. Oxford, United Kingdom, March 29-31, 2004
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44) [2003] A. Baravalle, G. Franceschinis, M. Gribaudo, V. Lanfranchi, M. Iacono, N. Mazzocca, V. Vittorini, DrawNET Xe!: GUI and Formalism Definition Language. 13th International Conference on Modelling Techniques and Tools for Computer Performance Evaluation. Dortmund, Germany Universitat Dortmund, vol. Bericht-Nr. 781/2003, p. 9-12
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45) [2003] M. Iacono, N. Mazzocca, F. Moscato, Coupling formal methods in a performance modelling technique for heterogeneous supervisioning systems. Proceedings of European Simulation and Modelling Conference, ESMc 2003, Napoli, Italy, October 27-29, p. 403-408, ISBN: 90-77381-04-X
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46) [2003] M. Gribaudo, M. Iacono, N. Mazzocca, V. Vittorini, The OsMoSys/DrawNET Xe! Languages System: A Novel Infrastructure for Multi-Formalism Object-Oriented Modelling. Proceedings of 15th European Simulation Symposium and Exhibition (ESS2003), Delft, The Netherlands, 26-29 Oct. 2003, p. 165-174, ISBN: 3-936150-28-1
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47) [2002] G. Franceschinis, M. Gribaudo, M. Iacono, V. Vittorini, C. Bertoncello, Towards an object based multi-formalism multi-solution modeling approach. Proceedings of the second workshop on modelling of objects, components, and agents (MOCA02). Aarus, Denmark, August 26-27, 2002, p. 47-66, ISSN:0105-8517
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48) [2002] G. Franceschinis, M. Gribaudo, M. Iacono, V. Vittorini, C. Bertoncello, DrawNet++: a flexible framework for building dependability models. The International Conference on Dependable Systems and Networks (DSN2002), Washington DC, USA, June 23 - 26, 2002, IEEE, ISBN:0-7695-1597-5
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