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Advances in Data Analysis and Classification

2008 - 2020

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

From:
Springer
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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2020, volume 14, issue 1

Count regression trees pp. 5-27 Downloads
Nan-Ting Liu, Feng-Chang Lin and Yu-Shan Shih
Learning a metric when clustering data points in the presence of constraints pp. 29-56 Downloads
Ahmad Ali Abin, Mohammad Ali Bashiri and Hamid Beigy
Clustering genomic words in human DNA using peaks and trends of distributions pp. 57-76 Downloads
Ana Helena Tavares, Jakob Raymaekers, Peter Rousseeuw, Paula Brito and Vera Afreixo
Data clustering based on principal curves pp. 77-96 Downloads
Elson Claudio Correa Moraes, Danton Diego Ferreira, Giovani Bernardes Vitor and Bruno Henrique Groenner Barbosa
Ensemble of optimal trees, random forest and random projection ensemble classification pp. 97-116 Downloads
Zardad Khan, Asma Gul, Aris Perperoglou, Miftahuddin Miftahuddin, Osama Mahmoud, Werner Adler and Berthold Lausen
A fragmented-periodogram approach for clustering big data time series pp. 117-146 Downloads
Jorge Caiado, Nuno Crato and Pilar Poncela
How well do SEM algorithms imitate EM algorithms? A non-asymptotic analysis for mixture models pp. 147-173 Downloads
Johannes Blömer, Sascha Brauer, Kathrin Bujna and Daniel Kuntze
Optimal arrangements of hyperplanes for SVM-based multiclass classification pp. 175-199 Downloads
Víctor Blanco, Alberto Japón and Justo Puerto
Classification using sequential order statistics pp. 201-230 Downloads
Alexander Katzur and Udo Kamps

2019, volume 13, issue 4

Orthogonal nonnegative matrix tri-factorization based on Tweedie distributions pp. 825-853 Downloads
Hiroyasu Abe and Hiroshi Yadohisa
Discriminant analysis for discrete variables derived from a tree-structured graphical model pp. 855-876 Downloads
Gonzalo Perez- de-la-Cruz and Guillermina Eslava-Gomez
Supervised learning via smoothed Polya trees pp. 877-904 Downloads
William Cipolli and Timothy Hanson
Robust and sparse k-means clustering for high-dimensional data pp. 905-932 Downloads
Šárka Brodinová, Peter Filzmoser, Thomas Ortner, Christian Breiteneder and Maia Rohm
Exploration of the variability of variable selection based on distances between bootstrap sample results pp. 933-963 Downloads
Christian Hennig and Willi Sauerbrei
A classification tree approach for the modeling of competing risks in discrete time pp. 965-990 Downloads
Moritz Berger, Thomas Welchowski, Steffen Schmitz-Valckenberg and Matthias Schmid
Convex clustering for binary data pp. 991-1018 Downloads
Hosik Choi and Seokho Lee
Bayesian shrinkage in mixture-of-experts models: identifying robust determinants of class membership pp. 1019-1051 Downloads
Gregor Zens
Finite mixture-of-gamma distributions: estimation, inference, and model-based clustering pp. 1053-1082 Downloads
Derek S. Young, Xi Chen, Dilrukshi C. Hewage and Ricardo Nilo-Poyanco
A Kendall correlation coefficient between functional data pp. 1083-1103 Downloads
Dalia Valencia, Rosa E. Lillo and Juan Romo

2019, volume 13, issue 3

Directional co-clustering pp. 591-620 Downloads
Aghiles Salah and Mohamed Nadif
Investigating consumers’ store-choice behavior via hierarchical variable selection pp. 621-639 Downloads
Toshiki Sato, Yuichi Takano and Takanobu Nakahara
Subspace clustering for the finite mixture of generalized hyperbolic distributions pp. 641-661 Downloads
Nam-Hwui Kim and Ryan Browne
On support vector machines under a multiple-cost scenario pp. 663-682 Downloads
Sandra Benítez-Peña, Rafael Blanquero, Emilio Carrizosa and Pepa Ramírez-Cobo
Regression trees for detecting preference patterns from rank data pp. 683-702 Downloads
Yu-Shan Shih and Kuang-Hsun Liu
Generalised linear model trees with global additive effects pp. 703-725 Downloads
Heidi Seibold, Torsten Hothorn and Achim Zeileis
Greedy Gaussian segmentation of multivariate time series pp. 727-751 Downloads
David Hallac, Peter Nystrup and Stephen Boyd
A two-stage sparse logistic regression for optimal gene selection in high-dimensional microarray data classification pp. 753-771 Downloads
Zakariya Yahya Algamal and Muhammad Hisyam Lee
Variable selection in discriminant analysis for mixed continuous-binary variables and several groups pp. 773-795 Downloads
Alban Mbina Mbina, Guy Martial Nkiet and Fulgence Eyi Obiang
Bayesian nonstationary Gaussian process models via treed process convolutions pp. 797-818 Downloads
Waley W. J. Liang and Herbert K. H. Lee

2019, volume 13, issue 2

Linear components of quadratic classifiers pp. 347-377 Downloads
José R. Berrendero and Javier Cárcamo
Mixture model modal clustering pp. 379-404 Downloads
José E. Chacón
A method for selecting the relevant dimensions for high-dimensional classification in singular vector spaces pp. 405-426 Downloads
Dawit G. Tadesse and Mark Carpenter
Weighted distance-based trees for ranking data pp. 427-444 Downloads
Antonella Plaia and Mariangela Sciandra
Mixtures of restricted skew-t factor analyzers with common factor loadings pp. 445-480 Downloads
Wan-Lun Wang, Luis M. Castro, Yen-Ting Chang and Tsung-I Lin
Properties of Bangdiwala’s B pp. 481-493 Downloads
Matthijs J. Warrens and Alexandra Raadt
Comparisons among several methods for handling missing data in principal component analysis (PCA) pp. 495-518 Downloads
Sébastien Loisel and Yoshio Takane
A bivariate index vector for measuring departure from double symmetry in square contingency tables pp. 519-529 Downloads
Shuji Ando, Kouji Tahata and Sadao Tomizawa
New distance measures for classifying X-ray astronomy data into stellar classes pp. 531-557 Downloads
Amparo Baíllo, Javier Cárcamo and Konstantin Getman
Model-based approach for household clustering with mixed scale variables pp. 559-583 Downloads
Christian Carmona, Luis Nieto-Barajas and Antonio Canale

2019, volume 13, issue 1

Special issue on “Advances on model-based clustering and classification” pp. 1-5 Downloads
Sylvia Frühwirth-Schnatter, Salvatore Ingrassia and Agustín Mayo-Iscar
Unifying data units and models in (co-)clustering pp. 7-31 Downloads
Christophe Biernacki and Alexandre Lourme
From here to infinity: sparse finite versus Dirichlet process mixtures in model-based clustering pp. 33-64 Downloads
Sylvia Frühwirth-Schnatter and Gertraud Malsiner-Walli
Clustering via finite nonparametric ICA mixture models pp. 65-87 Downloads
Xiaotian Zhu and David R. Hunter
Finite mixture of regression models for censored data based on scale mixtures of normal distributions pp. 89-116 Downloads
Camila Borelli Zeller, Celso Rômulo Barbosa Cabral, Víctor Hugo Lachos and Luis Benites
Finite mixture biclustering of discrete type multivariate data pp. 117-143 Downloads
Daniel Fernández, Richard Arnold, Shirley Pledger, Ivy Liu and Roy Costilla
Finite mixtures, projection pursuit and tensor rank: a triangulation pp. 145-173 Downloads
Nicola Loperfido
Clustering space-time series: FSTAR as a flexible STAR approach pp. 175-199 Downloads
Edoardo Otranto and Massimo Mucciardi
Robust clustering for functional data based on trimming and constraints pp. 201-225 Downloads
Diego Rivera-García, Luis A. García-Escudero, Agustín Mayo-Iscar and Joaquín Ortega
Assessing trimming methodologies for clustering linear regression data pp. 227-257 Downloads
Francesca Torti, Domenico Perrotta, Marco Riani and Andrea Cerioli
Variable selection in model-based clustering and discriminant analysis with a regularization approach pp. 259-278 Downloads
Gilles Celeux, Cathy Maugis-Rabusseau and Mohammed Sedki
Random effects clustering in multilevel modeling: choosing a proper partition pp. 279-301 Downloads
Claudio Conversano, Massimo Cannas, Francesco Mola and Emiliano Sironi
sARI: a soft agreement measure for class partitions incorporating assignment probabilities pp. 303-323 Downloads
Abby Flynt, Nema Dean and Rebecca Nugent
Studying crime trends in the USA over the years 2000–2012 pp. 325-341 Downloads
Volodymyr Melnykov and Xuwen Zhu
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