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Advances in Data Analysis and Classification

2008 - 2015

Current editor(s): H.-H. Bock, W. Gaul, A. Okada and M. Vichi

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Volume 9, issue 4, 2015

Maximum likelihood estimation of Gaussian mixture models without matrix operations pp. 371-394 Downloads
Hien Nguyen and Geoffrey McLachlan
Probabilistic assessment of model-based clustering pp. 395-422 Downloads
Xuwen Zhu and Volodymyr Melnykov
Robust model-based clustering via mixtures of skew-t distributions with missing information pp. 423-445 Downloads
Wan-Lun Wang and Tsung-I Lin
Improved initialisation of model-based clustering using Gaussian hierarchical partitions pp. 447-460 Downloads
Luca Scrucca and Adrian Raftery
Simulating mixtures of multivariate data with fixed cluster overlap in FSDA library pp. 461-481 Downloads
Marco Riani, Andrea Cerioli, Domenico Perrotta and Francesca Torti
Latent drop-out based transitions in linear quantile hidden Markov models for longitudinal responses with attrition pp. 483-502 Downloads
Maria Marino and Marco Alfó

Volume 9, issue 3, 2015

A new biplot procedure with joint classification of objects and variables by fuzzy c-means clustering pp. 243-266 Downloads
Naoto Yamashita and Shin-ichi Mayekawa
Probabilistic auto-associative models and semi-linear PCA pp. 267-286 Downloads
Serge Iovleff
Classifying real-world data with the $${ DD}\alpha $$ D D α -procedure pp. 287-314 Downloads
Pavlo Mozharovskyi, Karl Mosler and Tatjana Lange
Financial clustering in presence of dominant markets pp. 315-339 Downloads
Edoardo Otranto and Romana Gargano
A diffusion model for churn prediction based on sociometric theory pp. 341-365 Downloads
Uroš Droftina, Mitja Štular and Andrej Košir

Volume 9, issue 2, 2015

Basic statistics for distributional symbolic variables: a new metric-based approach pp. 143-175 Downloads
Antonio Irpino and Rosanna Verde
Enhancing the selection of a model-based clustering with external categorical variables pp. 177-196 Downloads
Jean-Patrick Baudry, Margarida Cardoso, Gilles Celeux, Maria Amorim and Ana Ferreira
Mixture model averaging for clustering pp. 197-217 Downloads
Yuhong Wei and Paul McNicholas
Spline-based nonlinear biplots pp. 219-238 Downloads
Patrick Groenen, Niël Roux and Sugnet Gardner-Lubbe

Volume 9, issue 1, 2015

Lasso-constrained regression analysis for interval-valued data pp. 5-19 Downloads
Paolo Giordani
Trimmed fuzzy clustering for interval-valued data pp. 21-40 Downloads
Pierpaolo D’Urso, Livia Giovanni and Riccardo Massari
Modeling and forecasting interval time series with threshold models pp. 41-57 Downloads
Paulo Rodrigues and Nazarii Salish
Principal component analysis for probabilistic symbolic data: a more generic and accurate algorithm pp. 59-79 Downloads
Meiling Chen, Huiwen Wang and Zhongfeng Qin
Linear regression for numeric symbolic variables: a least squares approach based on Wasserstein Distance pp. 81-106 Downloads
Antonio Irpino and Rosanna Verde
Strategies evaluation in environmental conditions by symbolic data analysis: application in medicine and epidemiology to trachoma pp. 107-119 Downloads
Christiane Guinot, Denis Malvy, Jean-François Schémann, Filipe Afonso, Raja Haddad and Edwin Diday

Volume 8, issue 4, 2014

Clustering of financial time series in risky scenarios pp. 359-376 Downloads
Fabrizio Durante, Roberta Pappadà and Nicola Torelli
Feature selection for fault level diagnosis of planetary gearboxes pp. 377-401 Downloads
Zhiliang Liu, Xiaomin Zhao, Ming Zuo and Hongbing Xu
A comparison of five recursive partitioning methods to find person subgroups involved in meaningful treatment–subgroup interactions pp. 403-425 Downloads
L. Doove, E. Dusseldorp, K. Deun and I. Mechelen
A latent class analysis of the public attitude towards the euro adoption in Poland pp. 427-442 Downloads
Ewa Genge

Volume 8, issue 3, 2014

Functional data clustering: a survey pp. 231-255 Downloads
Julien Jacques and Cristian Preda
Spatial functional normal mixed effect approach for curve classification pp. 257-285 Downloads
Maria Ruiz-Medina, Rosa Espejo and Elvira Romano
Principal differential analysis of the Aneurisk65 data set pp. 287-302 Downloads
Matilde Dalla Rosa, Laura Sangalli and Simone Vantini
Hilbertian spatial periodically correlated first order autoregressive models pp. 303-319 Downloads
H. Haghbin, Z. Shishebor and A. Soltani
Simplicial band depth for multivariate functional data pp. 321-338 Downloads
Sara López-Pintado, Ying Sun, Juan Lin and Marc Genton
New insights on permutation approach for hypothesis testing on functional data pp. 339-356 Downloads
Livio Corain, Viatcheslav Melas, Andrey Pepelyshev and Luigi Salmaso

Volume 8, issue 2, 2014

A comparison of some criteria for states selection in the latent Markov model for longitudinal data pp. 125-145 Downloads
Silvia Bacci, Silvia Pandolfi and F. Pennoni
Graphical tools for model-based mixture discriminant analysis pp. 147-165 Downloads
Luca Scrucca
Variational Bayes approximations for clustering via mixtures of normal inverse Gaussian distributions pp. 167-193 Downloads
Sanjeena Subedi and Paul McNicholas
Threshold optimization for classification in imbalanced data in a problem of gamma-ray astronomy pp. 195-216 Downloads
Tobias Voigt, Roland Fried, Michael Backes and Wolfgang Rhode
Estimating common principal components in high dimensions pp. 217-226 Downloads
Ryan Browne and Paul McNicholas

Volume 8, issue 1, 2014

Robust clustering around regression lines with high density regions pp. 5-26 Downloads
Andrea Cerioli and Domenico Perrotta
A constrained robust proposal for mixture modeling avoiding spurious solutions pp. 27-43 Downloads
L. García-Escudero, A. Gordaliza and A. Mayo-Iscar
A LASSO-penalized BIC for mixture model selection pp. 45-61 Downloads
Sakyajit Bhattacharya and Paul McNicholas
Classification of brain activation via spatial Bayesian variable selection in fMRI regression pp. 63-83 Downloads
Stefanie Kalus, Philipp Sämann and Ludwig Fahrmeir
Mixtures of biased sentiment analysers pp. 85-103 Downloads
Michael Salter-Townshend and Thomas Murphy
Latent class CUB models pp. 105-119 Downloads
Leonardo Grilli, Maria Iannario, Domenico Piccolo and Carla Rampichini

Volume 7, issue 4, 2013

Lagrangian relaxation and pegging test for the clique partitioning problem pp. 363-391 Downloads
Noriyoshi Sukegawa, Yoshitsugu Yamamoto and Liyuan Zhang
Multinomial logit models with implicit variable selection pp. 393-416 Downloads
Faisal Zahid and Gerhard Tutz
A class of semi-supervised support vector machines by DC programming pp. 417-433 Downloads
Liming Yang and Laisheng Wang
Energy-based function to evaluate data stream clustering pp. 435-464 Downloads
Marcelo Albertini and Rodrigo Mello
Infinite Dirichlet mixture models learning via expectation propagation pp. 465-489 Downloads
Wentao Fan and Nizar Bouguila

Volume 7, issue 3, 2013

On mixtures of skew normal and skew $$t$$ -distributions pp. 241-266 Downloads
Sharon Lee and Geoffrey McLachlan
A Monte Carlo evaluation of three methods to detect local dependence in binary data latent class models pp. 267-279 Downloads
Daniel Oberski, Geert Kollenburg and Jeroen Vermunt
Model-based clustering of high-dimensional data streams with online mixture of probabilistic PCA pp. 281-300 Downloads
Anastasios Bellas, Charles Bouveyron, Marie Cottrell and Jérôme Lacaille
Model-based clustering of probability density functions pp. 301-319 Downloads
Angela Montanari and Daniela Calò
Dimension reduction for model-based clustering via mixtures of multivariate $$t$$ t -distributions pp. 321-338 Downloads
Katherine Morris, Paul McNicholas and Luca Scrucca
Clustering student skill set profiles in a unit hypercube using mixtures of multivariate betas pp. 339-357 Downloads
Nema Dean and Rebecca Nugent

Volume 7, issue 2, 2013

Interpretable clustering using unsupervised binary trees pp. 125-145 Downloads
Ricardo Fraiman, Badih Ghattas and Marcela Svarc
Fuzzy spectral clustering by PCCA+: application to Markov state models and data classification pp. 147-179 Downloads
Susanna Röblitz and Marcus Weber
A clustering ensemble framework based on elite selection of weighted clusters pp. 181-208 Downloads
Hamid Parvin and Behrouz Minaei-Bidgoli
An isotonic trivariate statistical regression method pp. 209-235 Downloads
Simone Fiori

Volume 7, issue 1, 2013

Clustering and classification via cluster-weighted factor analyzers pp. 5-40 Downloads
Sanjeena Subedi, Antonio Punzo, Salvatore Ingrassia and Paul McNicholas
Cohen’s weighted kappa with additive weights pp. 41-55 Downloads
Matthijs Warrens
Functional fuzzy clusterwise regression analysis pp. 57-82 Downloads
Tianyu Tan, Hye Suk, Heungsun Hwang and Jooseop Lim
Random walk distances in data clustering and applications pp. 83-108 Downloads
Sijia Liu, Anastasios Matzavinos and Sunder Sethuraman
Regularized logistic discrimination with basis expansions for the early detection of Alzheimer’s disease based on three-dimensional MRI data pp. 109-119 Downloads
Yuko Araki, Atsushi Kawaguchi and Fumio Yamashita
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