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Advances in Data Analysis and Classification

2008 - 2023

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 17, issue 3, 2023

Editorial for ADAC issue 3 of volume 17 (2023) pp. 545-548 Downloads
Maurizio Vichi, Andrea Cerioli, Hans A. Kestler, Akinori Okada and Claus Weihs
Sequential classification of customer behavior based on sequence-to-sequence learning with gated-attention neural networks pp. 549-581 Downloads
Licheng Zhao, Yi Zuo and Katsutoshi Yada
Robust regression for interval-valued data based on midpoints and log-ranges pp. 583-621 Downloads
Qing Zhao, Huiwen Wang and Shanshan Wang
Clustering with missing data: which equivalent for Rubin’s rules? pp. 623-657 Downloads
Vincent Audigier and Ndèye Niang
New models for symbolic data analysis pp. 659-699 Downloads
Boris Beranger, Huan Lin and Scott Sisson
Benchmarking distance-based partitioning methods for mixed-type data pp. 701-724 Downloads
Efthymios Costa, Ioanna Papatsouma and Angelos Markos
On smoothing and scaling language model for sentiment based information retrieval pp. 725-744 Downloads
Fatma Najar and Nizar Bouguila
Semiparametric finite mixture of regression models with Bayesian P-splines pp. 745-775 Downloads
Marco Berrettini, Giuliano Galimberti and Saverio Ranciati
A structured covariance ensemble for sufficient dimension reduction pp. 777-800 Downloads
Qin Wang and Yuan Xue
A dual subspace parsimonious mixture of matrix normal distributions pp. 801-822 Downloads
Alex Sharp, Glen Chalatov and Ryan P. Browne

Volume 17, issue 2, 2023

Editorial for ADAC issue 2 of volume 17 (2023) pp. 287-290 Downloads
Maurizio Vichi, Andrea Cerioli, Hans A. Kestler, Akinori Okada and Claus Weihs
Basis expansion approaches for functional analysis of variance with repeated measures pp. 291-321 Downloads
Christian Acal and Ana M. Aguilera
Modal clustering of matrix-variate data pp. 323-345 Downloads
Federico Ferraccioli and Giovanna Menardi
Principal component analysis constrained by layered simple structures pp. 347-367 Downloads
Naoto Yamashita
Classification based on multivariate mixed type longitudinal data with an application to the EU-SILC database pp. 369-406 Downloads
Jan Vávra and Arnošt Komárek
On mathematical optimization for clustering categories in contingency tables pp. 407-429 Downloads
Emilio Carrizosa, Vanesa Guerrero and Dolores Romero Morales
Mixed-effect models with trees pp. 431-461 Downloads
Anna Gottard, Giulia Vannucci, Leonardo Grilli and Carla Rampichini
Band depth based initialization of K-means for functional data clustering pp. 463-484 Downloads
Javier Albert-Smet, Aurora Torrente and Juan Romo
Localization processes for functional data analysis pp. 485-517 Downloads
Antonio Elías, Raúl Jiménez and J. E. Yukich
Nonparametric regression and classification with functional, categorical, and mixed covariates pp. 519-543 Downloads
Leonie Selk and Jan Gertheiss

Volume 17, issue 1, 2023

Editorial for ADAC issue 1 of volume 17 (2023) pp. 1-4 Downloads
Maurizio Vichi, Andrea Cerioli, Hans A. Kestler, Akinori Okada and Claus Weihs
CenetBiplot: a new proposal of sparse and orthogonal biplots methods by means of elastic net CSVD pp. 5-19 Downloads
Nerea González-García, Ana Belén Nieto-Librero and Purificación Galindo-Villardón
Assessing similarities between spatial point patterns with a Siamese neural network discriminant model pp. 21-42 Downloads
Abdollah Jalilian and Jorge Mateu
Optimal projections for Gaussian discriminants pp. 43-73 Downloads
David P. Hofmeyr, Francois Kamper and Michail C. Melonas
Clusterwise elastic-net regression based on a combined information criterion pp. 75-107 Downloads
Xavier Bry, Ndèye Niang, Thomas Verron and Stéphanie Bougeard
Notes on the H-measure of classifier performance pp. 109-124 Downloads
D. J. Hand and C. Anagnostopoulos
Minimum adjusted Rand index for two clusterings of a given size pp. 125-133 Downloads
José E. Chacón and Ana I. Rastrojo
Poisson degree corrected dynamic stochastic block model pp. 135-162 Downloads
Paul Riverain, Simon Fossier and Mohamed Nadif
Early identification of biliary atresia using subspace and the bootstrap methods pp. 163-179 Downloads
Kuniyoshi Hayashi, Eri Hoshino, Mitsuyoshi Suzuki, Kotomi Sakai, Masayuki Obatake and Osamu Takahashi
Robust mixture regression modeling based on two-piece scale mixtures of normal distributions pp. 181-210 Downloads
Atefeh Zarei, Zahra Khodadadi, Mohsen Maleki and Karim Zare
Over-optimistic evaluation and reporting of novel cluster algorithms: an illustrative study pp. 211-238 Downloads
Theresa Ullmann, Anna Beer, Maximilian Hünemörder, Thomas Seidl and Anne-Laure Boulesteix
Kurtosis removal for data pre-processing pp. 239-267 Downloads
Nicola Loperfido
Sparsifying the least-squares approach to PCA: comparison of lasso and cardinality constraint pp. 269-286 Downloads
Rosember Guerra-Urzola, Niek C. Schipper, Anya Tonne, Klaas Sijtsma, Juan C. Vera and Katrijn Deun

Volume 16, issue 4, 2022

Editorial for ADAC issue 4 of volume 16 (2022) pp. 817-821 Downloads
Maurizio Vichi, Andrea Ceroli, Hans A. Kestler, Akinori Okada and Claus Weihs
Is there a role for statistics in artificial intelligence? pp. 823-846 Downloads
Sarah Friedrich, Gerd Antes, Sigrid Behr, Harald Binder, Werner Brannath, Florian Dumpert, Katja Ickstadt, Hans A. Kestler, Johannes Lederer, Heinz Leitgöb, Markus Pauly, Ansgar Steland, Adalbert Wilhelm and Tim Friede
SUBiNN: a stacked uni- and bivariate kNN sparse ensemble pp. 847-874 Downloads
Tiffany Elsten and Mark Rooij
A comparison of two dissimilarity functions for mixed-type predictor variables in the $$\delta $$ δ -machine pp. 875-907 Downloads
Beibei Yuan, Willem Heiser and Mark Rooij
Quantile composite-based path modeling: algorithms, properties and applications pp. 909-949 Downloads
Pasquale Dolce, Cristina Davino and Domenico Vistocco
Sparse dimension reduction based on energy and ball statistics pp. 951-975 Downloads
Emmanuel Jordy Menvouta, Sven Serneels and Tim Verdonck
The minimum weighted covariance determinant estimator for high-dimensional data pp. 977-999 Downloads
Jan Kalina and Jan Tichavský
Least-squares bilinear clustering of three-way data pp. 1001-1037 Downloads
Pieter C. Schoonees, Patrick J. F. Groenen and Michel Velden
Polynomial approximate discretization of geometric centers in high-dimensional Euclidean space pp. 1039-1067 Downloads
Vladimir Shenmaier
Independence versus indetermination: basis of two canonical clustering criteria pp. 1069-1093 Downloads
Pierre Bertrand, Michel Broniatowski and Jean-François Marcotorchino
Correction to: Robust optimal classification trees under noisy labels pp. 1095-1095 Downloads
Victor Blanco, Alberto Japón and Justo Puerto
Correction to: Multivariate cluster weighted models using skewed distributions pp. 1097-1097 Downloads
Michael P. B. Gallaugher, Salvatore D. Tomarchio, Paul D. McNicholas and Antonio Punzo
Correction to: Principal component analysis constrained by layered simple structures pp. 1099-1100 Downloads
Naoto Yamashita

Volume 16, issue 3, 2022

Editorial for ADAC issue 3 of volume 16 (2022) pp. 487-490 Downloads
Maurizio Vichi, Andrea Ceroli, Hans A. Kestler, Akinori Okada and Claus Weihs
Association measures for interval variables pp. 491-520 Downloads
M. Rosário Oliveira, Margarida Azeitona, António Pacheco and Rui Valadas
Finite mixture modeling of censored and missing data using the multivariate skew-normal distribution pp. 521-557 Downloads
Francisco H. C. Alencar, Christian E. Galarza, Larissa A. Matos and Victor H. Lachos
Prediction of brand stories spreading on social networks pp. 559-591 Downloads
Thi Bich Ngoc Hoang and Josiane Mothe
Mining maximal frequent rectangles pp. 593-616 Downloads
Irani Hazarika and Anjana Kakoti Mahanta
A fingerprint of a heterogeneous data set pp. 617-657 Downloads
Matteo Spallanzani, Gueorgui Mihaylov, Marco Prato and Roberto Fontana
Robust clustering via mixtures of t factor analyzers with incomplete data pp. 659-690 Downloads
Wan-Lun Wang and Tsung-I Lin
Model-based clustering for random hypergraphs pp. 691-723 Downloads
Tin Lok James Ng and Thomas Brendan Murphy
Detecting and classifying outliers in big functional data pp. 725-760 Downloads
Oluwasegun Taiwo Ojo, Antonio Fernández Anta, Rosa E. Lillo and Carlo Sguera
Nonparametric estimation of directional highest density regions pp. 761-796 Downloads
Paula Saavedra-Nieves and Rosa M. Crujeiras
Subgroup identification in individual participant data meta-analysis using model-based recursive partitioning pp. 797-815 Downloads
Cynthia Huber, Norbert Benda and Tim Friede

Volume 16, issue 2, 2022

Special issue on “Models and learning for clustering and Classification” pp. 231-234 Downloads
Salvatore Ingrassia, Julien Jacques and Weixin Yao
Are attitudes toward immigration changing in Europe? An analysis based on latent class IRT models pp. 235-271 Downloads
Ewa Genge and Francesco Bartolucci
A two-step estimator for generalized linear models for longitudinal data with time-varying measurement error pp. 273-300 Downloads
Roberto Mari and Antonello Maruotti
Robust logistic zero-sum regression for microbiome compositional data pp. 301-324 Downloads
G. S. Monti and P. Filzmoser
How many data clusters are in the Galaxy data set? pp. 325-349 Downloads
Bettina Grün, Gertraud Malsiner-Walli and Sylvia Frühwirth-Schnatter
A new three-step method for using inverse propensity weighting with latent class analysis pp. 351-371 Downloads
F. J. Clouth, S. Pauws, F. Mols and J. K. Vermunt
Factor and hybrid components for model-based clustering pp. 373-398 Downloads
Jason Hou-Liu and Ryan P. Browne
Gaussian mixture model with an extended ultrametric covariance structure pp. 399-427 Downloads
Carlo Cavicchia, Maurizio Vichi and Giorgia Zaccaria
A von Mises–Fisher mixture model for clustering numerical and categorical variables pp. 429-455 Downloads
Xavier Bry and Lionel Cucala
Model-based two-way clustering of second-level units in ordinal multilevel latent Markov models pp. 457-485 Downloads
Giorgio Eduardo Montanari, Marco Doretti and Maria Francesca Marino

Volume 16, issue 1, 2022

Editorial for ADAC issue 1 of volume 16 (2022) pp. 1-3 Downloads
Salvatore Ingrassia, Julien Jacques and Weixin Yao
Model-based clustering and outlier detection with missing data pp. 5-30 Downloads
Hung Tong and Cristina Tortora
Mixed Deep Gaussian Mixture Model: a clustering model for mixed datasets pp. 31-53 Downloads
Robin Fuchs, Denys Pommeret and Cinzia Viroli
Unobserved classes and extra variables in high-dimensional discriminant analysis pp. 55-92 Downloads
Michael Fop, Pierre-Alexandre Mattei, Charles Bouveyron and Thomas Brendan Murphy
Multivariate cluster weighted models using skewed distributions pp. 93-124 Downloads
Michael P. B. Gallaugher, Salvatore D. Tomarchio, Paul D. McNicholas and Antonio Punzo
Strong consistency of the MLE under two-parameter Gamma mixture models with a structural scale parameter pp. 125-154 Downloads
Mingxing He and Jiahua Chen
Robust optimal classification trees under noisy labels pp. 155-179 Downloads
Victor Blanco, Alberto Japón and Justo Puerto
Robust clustering of functional directional data pp. 181-199 Downloads
Pedro C. Álvarez-Esteban and Luis A. García-Escudero
An empirical comparison and characterisation of nine popular clustering methods pp. 201-229 Downloads
Christian Hennig
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