OOIR: Observatory of International Research

Papers

(The median citation count of Advances in Data Analysis and Classification is 1. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-03-01 to 2025-03-01.)

Article	Citations
Editorial for ADAC issue 4 of volume 17 (2023)	38
Editorial for ADAC issue 2 of volume 17 (2023)	29
Editorial for ADAC issue 1 of volume 16 (2022)	15
A link function specification test in the single functional index model	12
Contamination transformation matrix mixture modeling for skewed data groups with heavy tails and scatter	10
Editorial for ADAC issue 1 of volume 17 (2023)	9
Characterisation and calibration of multiversal methods	8
A probabilistic method for reconstructing the Foreign Direct Investments network in search of ultimate host economies	8
Gaussian mixture model with an extended ultrametric covariance structure	8
MLE for the parameters of bivariate interval-valued model	8
Random models for adjusting fuzzy rand index extensions	8
Classification of multivariate count data with multivariate log-linear conditional Poisson distribution	8
Mixed Deep Gaussian Mixture Model: a clustering model for mixed datasets	7
A fingerprint of a heterogeneous data set	7
Classification based on multivariate mixed type longitudinal data with an application to the EU-SILC database	7
Nonparametric estimation of directional highest density regions	7
Scalable Bayesian p-generalized probit and logistic regression	6
Association measures for interval variables	6
Reducing the dimensionality and granularity in hierarchical categorical variables	6
A fresh look at mean-shift based modal clustering	6
Multivariate count time series segmentation with “sums and shares” and Poisson lognormal mixture models: a comparative study using pedestrian flows within a multimodal transport hub	6
Mixed-effect models with trees	6
Robust instance-dependent cost-sensitive classification	5
An enhanced version of the SSA-HJ-biplot for time series with complex structure	5
Finite mixture modeling of censored and missing data using the multivariate skew-normal distribution	5

Estimators of various kappa coefficients based on the unbiased estimator of the expected index of agreements	5
Model-based clustering using a new multivariate skew distribution	5
Model based clustering of multinomial count data	5
Are attitudes toward immigration changing in Europe? An analysis based on latent class IRT models	5
On the efficient implementation of classification rule learning	5
Clustering large mixed-type data with ordinal variables	5
Minimum adjusted Rand index for two clusterings of a given size	5
LASSO regularization within the LocalGLMnet architecture	5
Robust regression for interval-valued data based on midpoints and log-ranges	4
A structured covariance ensemble for sufficient dimension reduction	4
Constrained clustering and multiple kernel learning without pairwise constraint relaxation	4
Robust optimal classification trees under noisy labels	4
Profile-based latent class distance association analyses for sparse tables:application to the attitude of European citizens towards sustainable tourism	3
New models for symbolic data analysis	3
Robust logistic zero-sum regression for microbiome compositional data	3
Factor and hybrid components for model-based clustering	3
A power-controlled reliability assessment for multi-class probabilistic classifiers	3
Functional clustering of fictional narratives using Vonnegut curves	3
The chiPower transformation: a valid alternative to logratio transformations in compositional data analysis	3
Application of distance standard deviation in functional data analysis	3
A consensus-constrained parsimonious Gaussian mixture model for clustering hyperspectral images	3
Sparsifying the least-squares approach to PCA: comparison of lasso and cardinality constraint	3
Threshold-based Naïve Bayes classifier	3
Loss-guided stability selection	3
Clusterwise elastic-net regression based on a combined information criterion	3
Editorial for ADAC issue 4 of volume 16 (2022)	3
Flexible mixture regression with the generalized hyperbolic distribution	3
Mixtures of regressions using matrix-variate heavy-tailed distributions	2
A new three-step method for using inverse propensity weighting with latent class analysis	2
Claims fraud detection with uncertain labels	2
Kurtosis removal for data pre-processing	2
Liszt’s Étude S.136 no.1: audio data analysis of two different piano recordings	2
Clustering with missing data: which equivalent for Rubin’s rules?	2
Quantile composite-based path modeling: algorithms, properties and applications	2
Editorial for ADAC issue 3 of volume 16 (2022)	2
Editorial for ADAC issue 3 of volume 15 (2021)	2
Identification of representative trees in random forests based on a new tree-based distance measure	2
Modal clustering of matrix-variate data	2
Robust and sparse logistic regression	2
Special issue on “advances in models and learning for clustering and classification”	2
Editorial for ADAC issue 3 of volume 17 (2023)	2
Least-squares bilinear clustering of three-way data	2
Kernel biclustering algorithm in Hilbert spaces	1
Early identification of biliary atresia using subspace and the bootstrap methods	1
The role of diversity and ensemble learning in credit card fraud detection	1
A between-cluster approach for clustering skew-symmetric data	1
Generalized Cramér’s coefficient via f-divergence for contingency tables	1
Choosing the number of factors in factor analysis with incomplete data via a novel hierarchical Bayesian information criterion	1
Unobserved classes and extra variables in high-dimensional discriminant analysis	1
A two-step estimator for generalized linear models for longitudinal data with time-varying measurement error	1

Clustering by deep latent position model with graph convolutional network	1
Independence versus indetermination: basis of two canonical clustering criteria	1
On some properties of Cronbach’s α coefficient for interval-valued data in questionnaires	1
Theory of angular depth for classification of directional data	1
Multivariate cluster weighted models using skewed distributions	1
Polynomial approximate discretization of geometric centers in high-dimensional Euclidean space	1
Applications of dual regularized Laplacian matrix for community detection	1
Dirichlet compound negative multinomial mixture models and applications	1
Is there a role for statistics in artificial intelligence?	1
View selection in multi-view stacking: choosing the meta-learner	1
Variational inference for semiparametric Bayesian novelty detection in large datasets	1
Strong consistency of the MLE under two-parameter Gamma mixture models with a structural scale parameter	1
Robust gradient boosting for generalized additive models for location, scale and shape	1
Co-clustering contaminated data: a robust model-based approach	1
Model-based clustering and outlier detection with missing data	1
Weighted embedding and outlier detection of metric space data	1
Composite likelihood methods for parsimonious model-based clustering of mixed-type data	1
Editorial for ADAC issue 1 of volume 19 (2025)	1
QDA classification of high-dimensional data with rare and weak signals	1
Detecting and classifying outliers in big functional data	1
Parsimony and parameter estimation for mixtures of multivariate leptokurtic-normal distributions	1
Special issue on “New methodologies in clustering and classification for complex and/or big data”	1
Semiparametric finite mixture of regression models with Bayesian P-splines	1
RGA: a unified measure of predictive accuracy	1
On mathematical optimization for clustering categories in contingency tables	1
Directional density-based clustering	1
Unsupervised curve clustering using wavelets	1
Notes on the H-measure of classifier performance	1