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Advances in Data Analysis and Classification

2008 - 2017

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

German Classification Society - Gesellschaft für Klassifikation (GfKl)
Japanese Classification Society (JCS)
Classification and Data Analysis Group of the Italian Statistical Society (CLADAG)
International Federation of Classification Societies (IFCS)
Series data maintained by Sonal Shukla ().

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Volume 11, issue 3, 2017

Multivariate and functional classification using depth and distance pp. 445-466 Downloads
Mia Hubert, Peter Rousseeuw and Pieter Segaert
Benchmarking different clustering algorithms on functional data pp. 467-492 Downloads
Christina Yassouridis and Friedrich Leisch
Constrained clustering with a complex cluster structure pp. 493-518 Downloads
Marek Śmieja and Magdalena Wiercioch
A fuzzy neural network based framework to discover user access patterns from web log data pp. 519-546 Downloads
Zahid A. Ansari, Syed Abdul Sattar and A. Vinaya Babu
Dense traffic flow patterns mining in bi-directional road networks using density based trajectory clustering pp. 547-561 Downloads
Vaishali Mirge, Kesari Verma and Shubhrata Gupta
Disjoint factor analysis with cross-loadings pp. 563-591 Downloads
Maurizio Vichi
General location model with factor analyzer covariance matrix structure and its applications pp. 593-609 Downloads
Leila Amiri, Mojtaba Khazaei and Mojtaba Ganjali
Multi-objective retinal vessel localization using flower pollination search algorithm with pattern search pp. 611-627 Downloads
E. Emary, Hossam M. Zawbaa, Aboul Ella Hassanien and B. Parv
A new approach for determining the prior probabilities in the classification problem by Bayesian method pp. 629-643 Downloads
Thao Nguyen-Trang and Tai Vo- Van

Volume 11, issue 2, 2017

Exploratory data analysis for interval compositional data pp. 223-241 Downloads
Karel Hron, Paula Brito and Peter Filzmoser
Model-based regression clustering for high-dimensional data: application to functional data pp. 243-279 Downloads
Emilie Devijver
Mixture models for ordinal responses to account for uncertainty of choice pp. 281-305 Downloads
Gerhard Tutz, Micha Schneider, Maria Iannario and Domenico Piccolo
Logistic biplot for nominal data pp. 307-326 Downloads
Julio César Hernández-Sánchez and José Luis Vicente-Villardón
Principal component analysis for histogram-valued data pp. 327-351 Downloads
J. Le-Rademacher and L. Billard
T3C: improving a decision tree classification algorithm’s interval splits on continuous attributes pp. 353-370 Downloads
Panagiotis Tzirakis and Christos Tjortjis
ADCLUS and INDCLUS: analysis, experimentation, and meta-heuristic algorithm extensions pp. 371-393 Downloads
Stephen L. France, Wen Chen and Yumin Deng
A sequential distance-based approach for imputing missing data: Forward Imputation pp. 395-414 Downloads
Nadia Solaro, Alessandro Barbiero, Giancarlo Manzi and Pier Alda Ferrari
Backtransformation: a new representation of data processing chains with a scalar decision function pp. 415-439 Downloads
Mario Michael Krell and Sirko Straube

Volume 10, issue 4, 2016

Second special issue on “Advances in latent variables: methods, models and applications” pp. 417-421 Downloads
Angela Montanari and Maurizio Vichi
A mixture of generalized hyperbolic factor analyzers pp. 423-440 Downloads
Cristina Tortora, Paul D. McNicholas and Ryan P. Browne
Factor probabilistic distance clustering (FPDC): a new clustering method pp. 441-464 Downloads
Cristina Tortora, Mireille Gettler Summa, Marina Marino and Francesco Palumbo
Human capital estimation in higher education pp. 465-489 Downloads
Pietro Giorgio Lovaglio, Gianmarco Vacca and Stefano Verzillo
Quantile composite-based path modeling pp. 491-520 Downloads
Cristina Davino and Vincenzo Esposito Vinzi
Exponential family mixed membership models for soft clustering of multivariate data pp. 521-540 Downloads
Arthur White and Thomas Brendan Murphy
The determination of uncertainty levels in robust clustering of subjects with longitudinal observations using the Dirichlet process mixture pp. 541-562 Downloads
Reyhaneh Rikhtehgaran and Iraj Kazemi
An effective strategy for initializing the EM algorithm in finite mixture models pp. 563-583 Downloads
Semhar Michael and Volodymyr Melnykov

Volume 10, issue 3, 2016

Pruning boxes in a box-based classification method pp. 285-304 Downloads
Vincenzo Spinelli
Marginal and simultaneous predictive classification using stratified graphical models pp. 305-326 Downloads
Henrik Nyman, Jie Xiong, Johan Pensar and Jukka Corander
Semi-supervised model-based clustering with positive and negative constraints pp. 327-349 Downloads
Volodymyr Melnykov, Igor Melnykov and Semhar Michael
The forward search interactive outlier detection in cointegrated VAR analysis pp. 351-373 Downloads
Tiziano Bellini
Quantile regression with group lasso for classification pp. 375-390 Downloads
Hussein Hashem, Veronica Vinciotti, Rahim Alhamzawi and Keming Yu
Clustering of time series using quantile autocovariances pp. 391-415 Downloads
Borja Lafuente-Rego and José A. Vilar

Volume 10, issue 2, 2016

Special issue on Advances in latent variables: methods, models and applications pp. 133-137 Downloads
Angela Montanari and Maurizio Vichi
Micro–macro multilevel latent class models with multiple discrete individual-level variables pp. 139-154 Downloads
Margot Bennink, Marcel A. Croon, Brigitte Kroon and Jeroen K. Vermunt
Model based clustering for mixed data: clustMD pp. 155-169 Downloads
Damien McParland and Isobel Claire Gormley
Beyond the number of classes: separating substantive from non-substantive dependence in latent class analysis pp. 171-182 Downloads
D. L. Oberski
Latent class model with conditional dependency per modes to cluster categorical data pp. 183-207 Downloads
Matthieu Marbac, Christophe Biernacki and Vincent Vandewalle
Power analysis for the bootstrap likelihood ratio test for the number of classes in latent class models pp. 209-224 Downloads
Fetene B. Tekle, Dereje W. Gudicha and Jeroen K. Vermunt
Varying uncertainty in CUB models pp. 225-244 Downloads
Anna Gottard, Maria Iannario and Domenico Piccolo
Item selection by latent class-based methods: an application to nursing home evaluation pp. 245-262 Downloads
Francesco Bartolucci, Giorgio E. Montanari and Silvia Pandolfi
Dynamic segmentation with growth mixture models pp. 263-279 Downloads
Francesca Bassi

Volume 10, issue 1, 2016

A principal component method to impute missing values for mixed data pp. 5-26 Downloads
Vincent Audigier, François Husson and Julie Josse
Extreme logistic regression pp. 27-52 Downloads
Che Ngufor and Janusz Wojtusiak
A multilevel finite mixture item response model to cluster examinees and schools pp. 53-70 Downloads
Michela Gnaldi, Silvia Bacci and Francesco Bartolucci
A comparison of reliability coefficients for psychometric tests that consist of two parts pp. 71-84 Downloads
Matthijs J. Warrens
Supervised clustering of variables pp. 85-101 Downloads
Mingkun Chen and Evelyne Vigneau
The $$k$$ k -means algorithm for 3D shapes with an application to apparel design pp. 103-132 Downloads
Guillermo Vinué, Amelia Simó and Sandra Alemany

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 Å Tular 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
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