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This edited volume on the latest advances in data science covers a
wide range of topics in the context of data analysis and
classification. In particular, it includes contributions on
classification methods for high-dimensional data, clustering
methods, multivariate statistical methods, and various
applications. The book gathers a selection of peer-reviewed
contributions presented at the Fifteenth Conference of the
International Federation of Classification Societies (IFCS2015),
which was hosted by the Alma Mater Studiorum, University of
Bologna, from July 5 to 8, 2015.
This volume contains revised versions of selected papers presented
at the biennial meeting of the Classi?cation and Data Analysis
Group (CLADAG) of the Italian Statistical Society, which was held
in Macerata, September 12-14, 2007. Carlo Laurochairedthe Scienti?c
ProgrammeCommitteeand FrancescoPalumbochaired the Local Organizing
Committee. The scienti?c programme scheduled 150 oral presentations
and one poster s- sion. Sessions were organised in ?ve plenary
sessions, 10 invited paper specialised sessions and 24 solicited
paper sessions. Contributed papers and posters were 54 and 12,
respectively. Five eminent scholars, who have given important
impact in the Classi?cation and Data Analysis ?elds, were invited
as keynote speakers, they are H. Bozdogan, S. R. Masera, G.
McLachlan, A. Montanari, A. Rizzi. Invited Paper Specialised
Sessions focused on the following topics: Knowledge extraction from
temporal data models Statistical models with errors-in-covariates
Multivariate analysis for microarray data Cluster analysis of
complex data Educational processes assessment by means of latent
variables models Classi?cation of complex data Multidimensional
scaling Statistical models for public policies Classi? cation
models for enterprise risk management Model-based clustering It is
worth noting that two of the ten specialised sessions were
organised by the French (Classi?cation of complex data) and
Japanese (Multidimensional scaling) classi?cation societies. The
SPC is grateful to professorsOkada (Japan) and Zighed (France), who
took charge of the Japanese and French specialised session org-
isation, respectively.
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