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Fersini Elisabetta
Bio

Elisabetta Fersini received the Master Degree in Computer Science in 2004. In 2009 she obtained the PhD degree at the University of Milano-Bicocca, with a thesis on “Probabilistic Classification and Clustering using Relational Models”. Her research interest is mainly focused on (Relational) Machine Learnign in several domains as Web, Multimedia, Bioinformatics and e-Justice.

She is currently a post-doc research fellow at the Department of Informatics, Systems and Communication (DISCo) at the University of Milan-Bicocca focused on the research entitled "Structural uncertainty and inference on probabilistic relational models".

Indirizzo Mail: elisabetta.fersini - at - disco.unimib.it

Telefono: 02.6448.7918

Stanza: 1002

Titolo ricerca: Probabilistic Classification and Clustering using Relational Models

Publications
Journal Papers
[J1] E. Fersini, E. Messina, F. Archetti, "Emotional state in judicial courtrooms: an experimental investigation", to appear in Speech Communication [pdf].
[J2] E. Fersini, E. Messina, F. Archetti, “A probabilistic relational approach for web document clustering”, Journal of Information Processing and Management, Vol. 46, no 2, p. 117-130, 2010. [pdf]
[J3] E. Fersini, C. Manfredotti, E. Messina, F. Archetti, “Combining Gene Expression Profiles and Drug Activity Patterns Analysis: A Relational Clustering Approach”, Journal of Mathematical Modeling and Algorithms, Vol. 9, no. 3, p. 275-289, 2010. [pdf]
[J4] E. Fersini, E. Messina, F. Archetti. “Enhancing web page classification through image-block importance analysis”, Journal Information Processing and Management, Vol. 44, no 4, p.1431-1447, 2008.[pdf]

International Conference Proceedings (and Book Chapters)
[C1] E. Fersini. E. Messina, F. Archetti, M. Cislaghi, “Semantics and Machine Learning: A New Generation Of Court Management Systems”. In Knowledge Discovery, Knowledge Engineering and Knowledge Management, IC3K 2010, Revised Selected Papers, Ana Fred, Jan L. G. Dietz, Kecheng Liu and Joaquim Filipe Editors, "Communications in Computer and Information Science" Series (LNCS), to appear.
[C2] E. Fersini, F. Sartori. “Improving the Effectiveness of Multimedia Summarization of Judicial Debates Through Ontological Query Expansion”. In proc. of the Advanced Information Systems Engineering Workshops - CAiSE 2011 International Workshops (LNBIP), Volume 83, Part 8, p. 450-463, London, UK, June 20-24, 2011. [pdf]
[C3] E. Fersini, E. Messina, D. Toscani, F. Archetti, M. Cislaghi. “Semantics and Machine Learning for Building the Next Generation of Judicial Court Management Systems”. In proc. of the International Conference on Knowledge Management and Information Sharing, Valencia, 2010. [pdf]
[C4] E. Fersini, E. Messina, F. Archetti. “Multimedia Summarization in Law Courts: A Clustering-based Environment for Browsing and Consulting Judicial Folders”. In proc. of the 10th Industrial Conference on Data Mining (LNCS), Berlin, 2010. [pdf]
[C5] E. Fersini, E. Messina, F. Archetti. “Web page classification: A probabilistic model with relational uncertainty”. In Proc. of the 13th International Conference on Information Processing and Management of Uncertainty (LNAI), Dortmund, 2010. [pdf]
[C6] E. Fersini, G. Arosio, E. Messina, F. Archetti, “Audio-based Emotion Recognition in Judicial Domain: A Multilayer SVM Approach", LNAI, in Proc. of the 6th International Conference on Machine Learning and Data Mining, Leipzig, 2009. [pdf]
[C7] E. Fersini, G. Arosio, E. Messina, F. Archetti, D. Toscani. "Multimedia Summarization in Law Courts: An Environment for Browsing and Consulting Judicial Folders". In Proc. of the 2nd International Conference on ICT Solutions for Justice, Skopje, 2009. [pdf]
[C8] E. Fersini, F. Callegaro, M. Cislaghi, R. Mazzilli, S. Somaschini, R. Muscillo, D. Pellegrini. "Managing Knowledge Extraction and Retrieval from Multimedia Contents: a Case Study in Judicial Domain". In Proc. of the 2nd International Conference on ICT Solutions for Justice, Skopje, 2009. [pdf]
[C9] E. Fersini, I. Giordani, E. Messina, F. Archetti. "Relational Clustering and Bayesian Networks for Linking Gene Expression Profiles and Drug Activity Patterns". IEEE workshop on Applications of Machine Learning in Bioinformatics, Washington, 2009. [pdf
[C10] E. Fersini, E. Messina, F. Archetti, "Probabilistic relational models with relational uncertainty: an early study in web page classification", IEEE WI-IAT International Workshop on Web Information Retrieval Support Systems, Milan, 2009. [pdf]
[C11] E. Fersini, I. Giordani, E. Messina, F. Archetti. Discovering Relationships Among Human Cancer, Gene Expression Profile And Drug Responses: A Relational Clustering Approach. (extended abstract) SysBioHealth Symposium, 2009. [pdf]
[C12] F. Archetti, G. Arosio, E. Fersini, E. Messina, Audio-based Emotion Recognition for Advanced Automatic Retrieval in Judicial Domain, Proc. ICT4JUSTICE, 1st Int. Conf. on ICT Solutions for Justice, Greece, 2008. [pdf]
[C13] E. Fersini, E. Messina, F. Archetti. “Granular Modelling of Web Document: Impact on Information Retrieval systems”. In Proc. of the 10th ACM International Workshop on Web Information and Data Management, 2008. [pdf]
[C14] E. Fersini, C. Manfredotti, E. Messina, F. Archetti. “Relational Clustering for Gene Expression Profiles and Drug Activity Pattern Analysis”. (extended abstract) SysBioHealth Symposium, 2007. [pdf]
[C15] I. Giordani, L. Vanneschi, E. Fersini. “Modelling the Relationship between the Microarray Data of the NCI-60 Anticancer Dataset with Therapeutic Responses by Genetic Programming”. (extended abstract) SysBioHealth Symposium, 2007. [pdf]
[C16] F. Archetti, P. Campanelli, E. Fersini, E. Messina. "A Hierarchical Document Clustering Environment Based on the Induced Bisecting k-Means". In Proc. of the 7th International Conference on Flexible Query Answering Systems, 2006. [pdf]
 
National Conference Proceedings
[N1] F. Archetti, E. Fersini, E. Messina, D. Toscani, "SVM for Emotion Recognition in Judicial Proceedings". AIRO 2010, 41st Annual Conference of the Italian Operations Research Society, Reggio Calabria.
[N2] G. Felici, E. Fersini, E. Messina. "Information extraction through constrained inference in Conditional Random Fields". AIRO 2010, 41st Annual Conference of the Italian Operations Research Society, Reggio Calabria.
[N3] E. Fersini, I. Giordani, E. Messina, F. Archetti, “Discovering Relationships Among Human Cancer, Gene Expression Profile And Drug Responses: A Relational Clustering Approach”. AIRO 2009, 40th Annual Conference of the Italian Operations Research Society, Siena.
[N4] G. Arosio, E. Fersini, E. Messina, F. Archetti. “Support Vector Machines For Automatic Emotion Recognition In Speech”. AIRO 2008, 39th Annual Conference of the Italian Operations Research Society, September, Ischia.
[N5] E. Fersini, C. Manfredotti, E. Messina. “Relational K-means for gene expression profiles and drug activity patterns analysis”. AIRO 2007, 38th Annual Conference of the Italian Operations Research Society, Genova.
[N6] E. Fersini, E. Messina. “A knowledge discovery system for web document retrieval”. AIRO 2006, 37th Annual Conference of the Italian Operations Research Society, Cesena.
 
Technical Reports
[R1] E. Fersini, E. Messina, F. Archetti. An Unifying View of Probabilistic Relational Models and Applications. Emerging Paradigms in Informatics, Systems and Communication. Report n. 1, 2009.
[[R2] E. Fersini, E. Messina, F. Archetti. “A Probabilistic Relational Approach for Web Document Clustering”. Report n. 3, 2008.
R3] E. Fersini, C. Manfredotti, E. Messina, F. Archetti. “Relational Clustering for Gene Expression Profiles and Drug Activity Patterns Analysis”. Report n. 1, 2008.
[R4] E. Fersini, I. Giordani, E. Messina, F. Archetti. “Web Page Classification using Semantic Image-Blocks”. Report n.2, 2007.
 
Best Paper Award
[B1] Best Paper Award for the paper “Semantics and Machine Learning for Building the Next Generation of Judicial Court Management Systems”, International Conference on Knowledge Management and Information Sharing, Valencia, Ottobre 2010.
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