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Multi-view Data Integration and Multi-view Learning

30 Marzo 2017, ore 15:00

Aula T014 - Dipartimento di Informatica, Sistemistica e Comunicazione, Edificio U14 
Relatore/i: Prof. Roberto Tagliaferri, NeuRoNe Lab, Dipartimento di Scienze Aziendali - Management & Innovation Systems/DISA-MIS, Università di Salerno




Multi-view learning is the branch of machine learning that deals with multi modal data, i.e. with patterns represented by different sets of features. The fast spread of this learning technique is motivated by the continuing increase of real applications based on multi-view data. For example, in Bioinformatics multiple experiments can be available (microarray gene expression, miRNA expression, RNASeq, Genome wide association studies (GWAs) and others) for a set of samples. In Bioinformatics, multi-view approaches are useful since heterogeneous genome-wide data sources capture information on different aspects of complex biological systems. Each view provides a distinct facet of the same domain, but, probably, it encodes different biologically-relevant patterns. The integration of such views can provide a richer model of the functioning of the underlying system than that produced by a single view alone.

This seminar provides a review of the literature particularly with respect to bioinformatics, with the purpose to understand the principles and operation modes of the proposed methods and their possible applications. In order to organize the proposed methods in literature and to find similarities between them, these approaches are organized according to three categories: the type of data used in the papers, the statistical problem and the stage of integration.


Short Biography:


Roberto Tagliaferri is full Professor in Computer Science at the University of Salerno. He has had courses in Computer Architecture, Artificial and Computational Intelligence, and Bioinformatics for computer scientists and biologists.

He has been co-organizer of international workshops and schools on Neural Nets, Computational Intelligence and Bioinformatics and co-editor of more than 10 books. 

His research activity has been oriented to Computational Intelligence models and applications in the areas of Astrophysics, Biomedicine and Bioinformatics. His activity produced more than 130 scientific papers published on international journals or proceedings of international conferences with referee.


Il seminario è aperto a tutti gli interessati.

Per informazioni:  Prof.ssa Vincenzina Messina



In archivio dal: 31/03/2017



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20126 Milano - Edificio U14 - ultimo aggiornamento di questa pagina 05/11/2018