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Advances in Data Analysis and Classification

2008 - 2018

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)
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Volume 12, issue 4, 2018

Special issue on “Science of big data: theory, methods and applications” pp. 823-825 Downloads
Hans A. Kestler, Paul D. McNicholas and Adalbert F. X. Wilhelm
Ensemble of a subset of kNN classifiers pp. 827-840 Downloads
Asma Gul, Aris Perperoglou, Zardad Khan, Osama Mahmoud, Miftahuddin Miftahuddin, Werner Adler and Berthold Lausen
Understanding non-linear modeling of measurement invariance in heterogeneous populations pp. 841-865 Downloads
Deana Desa
A comparative study on large scale kernelized support vector machines pp. 867-883 Downloads
Daniel Horn, Aydın Demircioğlu, Bernd Bischl, Tobias Glasmachers and Claus Weihs
A computationally fast variable importance test for random forests for high-dimensional data pp. 885-915 Downloads
Silke Janitza, Ender Celik and Anne-Laure Boulesteix
Rank-based classifiers for extremely high-dimensional gene expression data pp. 917-936 Downloads
Ludwig Lausser, Florian Schmid, Lyn-Rouven Schirra, Adalbert F. X. Wilhelm and Hans A. Kestler
Ensemble feature selection for high dimensional data: a new method and a comparative study pp. 937-952 Downloads
Afef Ben Brahim and Mohamed Limam
An efficient random forests algorithm for high dimensional data classification pp. 953-972 Downloads
Qiang Wang, Thanh-Tung Nguyen, Joshua Z. Huang and Thuy Thi Nguyen
Equi-Clustream: a framework for clustering time evolving mixed data pp. 973-995 Downloads
Ravi Sankar Sangam and Hari Om

Volume 12, issue 3, 2018

Mutual information, phi-squared and model-based co-clustering for contingency tables pp. 455-488 Downloads
Gérard Govaert and Mohamed Nadif
Model selection for Gaussian latent block clustering with the integrated classification likelihood pp. 489-508 Downloads
Aurore Lomet, Gérard Govaert and Yves Grandvalet
Discovering patterns in time-varying graphs: a triclustering approach pp. 509-536 Downloads
Romain Guigourès, Marc Boullé and Fabrice Rossi
Cluster-based sparse topical coding for topic mining and document clustering pp. 537-558 Downloads
Parvin Ahmadi, Iman Gholampour and Mahmoud Tabandeh
Sparsest factor analysis for clustering variables: a matrix decomposition approach pp. 559-585 Downloads
Kohei Adachi and Nickolay T. Trendafilov
Minimum distance method for directional data and outlier detection pp. 587-603 Downloads
Mercedes Fernandez Sau and Daniela Rodriguez
Statistical inference in constrained latent class models for multinomial data based on $$\phi $$ ϕ -divergence measures pp. 605-636 Downloads
A. Felipe, N. Martín, P. Miranda and L. Pardo
A divisive clustering method for functional data with special consideration of outliers pp. 637-656 Downloads
Ana Justel and Marcela Svarc
Signal classification with a point process distance on the space of persistence diagrams pp. 657-682 Downloads
Andrew Marchese and Vasileios Maroulas
Rethinking an ROC partial area index for evaluating the classification performance at a high specificity range pp. 683-704 Downloads
Juana-María Vivo, Manuel Franco and Donatella Vicari
Archetypal shapes based on landmarks and extension to handle missing data pp. 705-735 Downloads
Irene Epifanio, María Victoria Ibáñez and Amelia Simó
Tree-structured modelling of categorical predictors in generalized additive regression pp. 737-758 Downloads
Gerhard Tutz and Moritz Berger
Non-symmetrical composite-based path modeling pp. 759-784 Downloads
Pasquale Dolce, Vincenzo Esposito Vinzi and Natale Carlo Lauro
Outlier detection in interval data pp. 785-822 Downloads
Pedro Silva, Peter Filzmoser and Paula Brito

Volume 12, issue 2, 2018

Probabilistic clustering via Pareto solutions and significance tests pp. 179-202 Downloads
María Teresa Gallegos and Gunter Ritter
Eigenvalues and constraints in mixture modeling: geometric and computational issues pp. 203-233 Downloads
Luis Angel García-Escudero, Alfonso Gordaliza, Francesca Greselin, Salvatore Ingrassia and Agustín Mayo-Iscar
A data driven equivariant approach to constrained Gaussian mixture modeling pp. 235-260 Downloads
Roberto Rocci, Stefano Antonio Gattone and Roberto Di Mari
Clustering of imbalanced high-dimensional media data pp. 261-284 Downloads
Šárka Brodinová, Maia Zaharieva, Peter Filzmoser, Thomas Ortner and Christian Breiteneder
Clusterwise analysis for multiblock component methods pp. 285-313 Downloads
Stéphanie Bougeard, Hervé Abdi, Gilbert Saporta and Ndèye Niang
Asymptotic comparison of semi-supervised and supervised linear discriminant functions for heteroscedastic normal populations pp. 315-339 Downloads
Kenichi Hayashi
Local generalized quadratic distance metrics: application to the k-nearest neighbors classifier pp. 341-363 Downloads
Karim Abou-Moustafa and Frank P. Ferrie
Unsupervised classification of children’s bodies using currents pp. 365-397 Downloads
Sonia Barahona, Ximo Gual-Arnau, Maria Victoria Ibáñez and Amelia Simó
A semiparametric Bayesian joint model for multiple mixed-type outcomes: an application to acute myocardial infarction pp. 399-423 Downloads
Alessandra Guglielmi, Francesca Ieva, Anna Maria Paganoni and Fernardo A. Quintana
D-trace estimation of a precision matrix using adaptive Lasso penalties pp. 425-447 Downloads
Vahe Avagyan, Andrés M. Alonso and Francisco J. Nogales

Volume 12, issue 1, 2018

Editorial for Special Issue on Analysis of Asymmetric Relationships pp. 1-4 Downloads
Giuseppe Bove and Akinori Okada
Methods for the analysis of asymmetric pairwise relationships pp. 5-31 Downloads
Giuseppe Bove and Akinori Okada
Skew symmetry in retrospect pp. 33-41 Downloads
John C. Gower
CLUSKEXT: CLUstering model for SKew-symmetric data including EXTernal information pp. 43-64 Downloads
Donatella Vicari
Hierarchical clustering of asymmetric networks pp. 65-105 Downloads
Gunnar Carlsson, Facundo Mémoli, Alejandro Ribeiro and Santiago Segarra
Transitional modeling of experimental longitudinal data with missing values pp. 107-130 Downloads
Mark Rooij
Assessing the asymmetric effects on branch rivalry of Spanish financial sector restructuring pp. 131-153 Downloads
Marti Sagarra, Frank M. T. A. Busing, Cecilio Mar-Molinero and Josep Rialp
Relating brand confusion to ad similarities and brand strengths through image data analysis and classification pp. 155-171 Downloads
Daniel Baier and Sarah Frost

Volume 11, issue 4, 2017

Fuzzy data analysis and classification pp. 645-657 Downloads
Pierpaolo D’Urso and María Ángeles Gil
Parametric classification with soft labels using the evidential EM algorithm: linear discriminant analysis versus logistic regression pp. 659-690 Downloads
Benjamin Quost, Thierry Denœux and Shoumei Li
A fuzzy approach to robust regression clustering pp. 691-710 Downloads
Francesco Dotto, Alessio Farcomeni, Luis Angel García-Escudero and Agustín Mayo-Iscar
Fuzzy rule based classification systems for big data with MapReduce: granularity analysis pp. 711-730 Downloads
Alberto Fernández, Sara Río, Abdullah Bawakid and Francisco Herrera
Robust scale estimators for fuzzy data pp. 731-758 Downloads
Sara de la Rosa de Sáa, María Asunción Lubiano, Beatriz Sinova and Peter Filzmoser
A novel method for forecasting time series based on fuzzy logic and visibility graph pp. 759-783 Downloads
Rong Zhang, Baabak Ashuri and Yong Deng
On ill-conceived initialization in archetypal analysis pp. 785-808 Downloads
Abdul Suleman

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
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