Curriculum Vitae of Antonia Azzini

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1 Curriculum Vitae of Antonia Azzini 1. GENERAL INFORMATION First Name: Antonia Last Name: Azzini Address at the University of Milan: University of Milan, Department of Information Technology Via Bramante 65, Crema (CR) - Italy Phone: Fax: azzini@dti.unimi.it Web-page: 2. STUDIES December, : she received her degree in Computer Science at the University of Milan, Department of Information Technology, with the thesis Implementazione con MPI di un algoritmo evolutivo per la progettazione di filtri digitali (Supervisors: Prof. Valentino Liberali and Prof. Andrea G.B. Tettamanzi). March, : she received her Ph.D. degree in Computer Science at the University of Milan, with the thesis An evolutionary approach for neural network design and optimization Supervisor: Prof. Andrea G.B. Tettamanzi, Reviewers: prof. Xin Yao Centre of Excellence for Research in Computational Intelligence and Applications (CERCIA) School of Computer Science at the University of Birmingham Prof. Juan J. Merelo Guervós Department of Computer Technology and Architecture at the Unversity of Granata, Spain, Prof. Stefano Cagnoni Dipartimento di Ingegneria dell Informazione, Università degli Studi di Parma). January 2005 December 2007: post-doc researcher at the Department of Information Technology at the University of Milan, under the supervision of Prof. Andrea G.B. Tettamanzi and Prof. Ernesto Damiani. 3. MAJOR ACADEMIC ACTIVITY January - December 2002 she worked at the thesis Implementazione con MPI di un algoritmo evolutivo per la progettazione di filtri digitali supervised by Prof. Valentino Liberali and Prof. Andrea G.B. Tettamanzi.

2 April October 2003 she carried out research activity of application of genetic algorithms to microelectronic design, supervised by Prof. Valentino Liberali and Prof. Andrea G.B. Tettamanzi. November 2003 November 2006 she was in her course for Ph.D. degree in Computer Science, at the Information Technology Department, at the University of Milan. The research activity developed in the soft-computing area, aimed in particolar to the study and the implementation of evolutionary algorithms for design and optimizaiton of complex neural and fuzzy models. August 2003: she attented the Summer School: EvoNet Summer School 2003 at the University of Parma, Italy. July 2004: she attented the Summer School: Neural Networks 2004 in Data Mining, Classification and Regression at ISEP, Porto, Portugal. January 2005 December 2006: post-doc researcher position at the University of Milan, Department of Information Technology, with a collaboration with Prof. Ernesto Damiani regarding research activity on secure and trusted hardware. Seminars: An evolutionary approach for neural network optimization, at the University of Parma, Department of information engineering, referent: Prof. Stefano Cagnoni. Evolutionary method for neural model optimization, at the University of Milan, Bicocca, Department of Computer Science, Sistemistic and Communication, referent: Prof. Leonardo Vanneschi. THESIS: Activity of co-supervisor of the thesis: Sistemi di autenticazione ibridi: il ruolo della face authentication, corso di Laurea in Tecnologie per la Società dell Informazione, relatore: Prof. Ernesto Damiani, student: Ornella Azzolina. 4. DESCRIPTION OF THE RESEARCH ACTIVITY April October 2003: Study and implementation of evolutionary techniques based on genetic algorithms for microelectronics systems. Development of multi-stady digital filter with reduced power comsumption. The approach has been used for an analog-digital converter, entirely implemented with a genetic algorithm, providing several advantages related to the hardware implementation, as a reduction of the occupied area respect to the conventional approaches and an improvement of the power consumption and the velocity of the circuit. Research activity at the Information Technology Department, supervised by Prof. Andrea G.B. Tettamanzi and Prof. Valentino Liberali, regarding the implementation on FPGA and the sperimental test of a digital filter. Design and testing of digital filters using Xilinx tool.

3 November 2003 December 2004: collaboration with SST-Microelectronics Crema Lab., regarding: Development of test pattern, with assembly, C, C++ languages, for ARM7 chip family. Study of the architecture and related hardware and software components for chip and co-processors testing. Study and analysis of algorithms for check systems for automotive using soft computing techniques, aimed to the definition of novel check systems for motors. January 2005 Today: collaboration to research projects, related to the FIRB-KIWI project, supervised by Prof. Ernesto Damiani: Study of biometric techniques for strong authentication: definition of a system to provide framework to grant the authentication permissions through different authentication methodologies. Research activity with Siemens Mobile Research Group on security and trusted harware. Study about different authentication techniques, such as knowledge-based and tokenbased, for ensure the right access to hardware components. November 2003 November 2006: the main research activity is based on study and implementation of a solution based on soft computing methodologies in order to optimze feedforward neural network design, in classification problems. A genetic algorithm is implemented for a joint optimization of neural network structure and weights. Full connected multi layer perceptron networks have been considered for the population definition. Genetic operators are defined to optimize such individuals of the population for a given specific problem. The approach has been validated on several benchmark problems and already applied to different real world problems. Actual Research Activity: Study of novel approaches based on Evolutionary Algorithms and Artificial Immune Systems for network security (Intrusion Detection Systems, ). Study and development of the open issues related to the neuro-genetic approach for the optimization of neural networks design based on evolutionary algorithms. Study and development of trusted data and access rights based on strong authentication techniques to support weak authentication techniques. Design and optimization of evolutionary systems based on Particle Swarm Optimization in conjunction with evolutionary strategies. 8. REVIEWES FOR CONFERENCES She has been nominated as reviewer for: FUZZ-IEEE 2007, IEEE International Conference on Fuzzy Systems, Imperial College, London, UK, July, kes th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems, Vietri sul Mare, Italy, September,

4 ELSys 2007, International Workshop on e-learning systems: research and tools, from theory to practice, Regensburg, Germany, September She belongs to the program committee of WIVACE PUBLICATIONS 2008 A. Azzini and A.G.B. Tettamanzi, "Evolving Neural Networks for Static Single-Position Automated Trading" Journal of Artificial Evolution and Applications, to appear. A. Azzini and A.G.B. Tettamanzi "Evolutionary Single-Position Automated Trading", Proceedings of the European Workshop on Evolutionary Computation in Finance and Economics, EVOFIN 08, Naples, march to appear. A. Azzini, S. Cagnoni, L. Vanneschi and A.G.B. Tettamanzi, "" Proceedings of the European Workshop on Bio-inspired algorithms for continuous parameter optimisation, EVONUM 08, Naples, march to appear. A. Azzini, E. Damiani, G. Gianini, S. Marrara, "", Proceddings of the IEEE International Conference on Digital Ecosystems and Technologies DEST 08, Phitsanulok, Thailand, February A. Azzini and A.G.B. Tettamanzi EANNs: Evolutionary algorithms for Neural Network Design and Optimization contribution to Encyclopedia of Artificial Intelligence, editors: Juan R. Rabuñal, Julián Dorado and Alejandro Pazos. A. Azzini and A.G.B. Tettamanzi Automated Trading on Financial Instruments with Evolved Neural Networks Genetic and Evolutionary Computational Conference - GECCO 2007, London - UK, July, A. Azzini, E. Damiani and S. Marrara, Ensuring the identity of a user in time: a multimodal fuzzy approach, IEEE Conference on Computational Intelligence for Measurement Systems and Applications, CIMSA 2007, June A. Azzini and Stefania Marrara Toward trust-based multi-modal user authentication on the Web: a fuzzy approach FUZZ-IEEE , IEEE International Conference on Fuzzy Systems, London, UK, July, A. Azzini, S. Marrara, S. Sassi and F. Scotti A Multimodal Approach for Biometric Authentication Proceedings of the 11th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems KES 07, Vietri sul Mare, Italy, September A. Azzini and S. Marrara Dermatology Disease Classification via Novel Evolutionary Artificial Neural Network Submitted to ETID 07 - International Workshop on Evolutionary Techniques in Data-processing, Regensburg, Germany, September,

5 Azzini, L. Cristaldi, M. Lazzaroni, A. Monti, F. Ponci, and A.G.B. Tettamanzi Incipient fault diagnosis in electrical drives by tuned neural networks In Proceeding of the IEEE Instrumentation andmeasurement Technology Conference, IMTC 06, April A. Azzini and A.G.B. Tettamanzi. A neural evolutionary classification method for brainwave analysis. In Proceedings of the European Workshop on Evolutionary Computation in Image Analysis and Signal Processing, EVOIASP 2006, April A. Azzini. An evolutionary approach for neural model optimization. In M. Giacobini and Yano van Hemert editors, EVOPHD 2006 Workshop, April A. Azzini and A.G.B. Tettamanzi. A neural evolutionary approach to financial modeling. In Maarten Keijzer et al., editor, Proceedings of the Genetic and Evolutionary Computation Conference, GECCO ACM Press, New York, NY, July A. Azzini and A.G.B. Tettamanzi. Financial forecasting with a neuro-genetic approach. Proceedings of GSICE 2006 Seconda Giornata di Studio Italiana sul Calcolo Evolutivo. Siena, September Azzini, M. Lazzaroni, and A.G.B. Tettamanzi. Un approccio neuro-genetico per la progettazione di reti neurali. Intelligenza Artificiale. Journal of Artificial Intelligence Italian Association. To appear. A. Azzini and A.G.B. Tettamanzi. Chapter: A New Genetic Approach for Neural Network Design, Volume: Engineering Evolutionary Intellingent Systems, editors: A. Abraham, C. Grosan and W. Pedricz, Springer Verlag Publisher. A. Azzini and S. Marrara, A Fuzzy Trust Model Proposal to Ensure the Identity of a User in Time, 9th Fuzzy Days September 2006, Dortmund, Germany. Azzini and P. Ceravolo, Evolutionary ANNs for improving accuracy and efficiency in Document Classification Methods, Proceedings of KES 2006, 10th International Conference on Knowledge-Based & Intelligent Information & Engineering Systems, Bournemouth, UK, October, 9-11, Azzini, M. Lazzaroni, and A.G.B. Tettamanzi. A neuro-genetic approach to neural network design. In F. Sartori, S. Manzoni, and M. Palmonari, editors, AI*IA 2005 Workshop on Evolutionary Computation. AI*IA, Italian Association for Artificial Intelligence, September 20th, A. Azzini, P. Ceravolo, E. Damiani, C. Fugazza, S. Reale, M. Torregiani Generate Context Metadata based on Biometric System, Kes th International Conference on Knowledge-Based Intelligent Information & Engineering Systems, September, 2005, Melbourne, Australia.

6 A. Azzini, M. Bettoni, V. Liberali, R. Rossi, A.G.B. Tettamanzi, Evolutionary design and FPGA Implementation of digital filters, pubblicato da Society of Photo-Optical Instrumentation Engineers (SPIE), P.O. Box 10, th Street, Bellingham, Washington, USA, DEGREE THESIS A. Azzini Implementazione con MPI di un algoritmo evolutivo per la progettazione di filtri digitali, Degree in Computer Science at the University of Milan, december 20th, PHD THESIS A. Azzini An evolutionary approach for neural network design and optimization, P.h.D. Degree in Computer Science at the University of Milan, march 8 th, Antonia Azzini

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