OOIR: Observatory of International Research

Papers

(The TQCC of Advances in Data Analysis and Classification is 3. 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 2021-10-01 to 2025-10-01.)

Article	Citations
Model-based clustering using a new multivariate skew distribution	44
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	22
Robust regression for interval-valued data based on midpoints and log-ranges	22
An enhanced version of the SSA-HJ-biplot for time series with complex structure	17
A link function specification test in the single functional index model	14
On mathematical optimization for clustering categories in contingency tables	13
Kurtosis removal for data pre-processing	13
Application of distance standard deviation in functional data analysis	13
Polynomial approximate discretization of geometric centers in high-dimensional Euclidean space	13
Applications of dual regularized Laplacian matrix for community detection	12
Least-squares bilinear clustering of three-way data	11
QDA classification of high-dimensional data with rare and weak signals	11
Notes on the H-measure of classifier performance	11
Special issue on “New methodologies in clustering and classification for complex and/or big data”	10
Statistical jump model for mixed-type data with missing data imputation	9
Sequential classification of customer behavior based on sequence-to-sequence learning with gated-attention neural networks	9
Sparse dimension reduction based on energy and ball statistics	9
Nonparametric regression and classification with functional, categorical, and mixed covariates	8
Model-based clustering and outlier detection with missing data	8
Multidimensional scaling for big data	8
Robust clustering of functional directional data	7
Proximal methods for sparse optimal scoring and discriminant analysis	7
Attraction-repulsion clustering: a way of promoting diversity linked to demographic parity in fair clustering	7
Correction to: Statistical jump model for mixed-type data with missing data imputation	6
Entropy-based fuzzy clustering of interval-valued time series	6

On discriminating between lognormal and Pareto tail: an unsupervised mixture-based approach	6
Clustering data with non-ignorable missingness using semi-parametric mixture models assuming independence within components	6
Poisson degree corrected dynamic stochastic block model	6
Natural language processing and financial markets: semi-supervised modelling of coronavirus and economic news	6
A topological data analysis based classifier	6
Special issue on “Advances in clustering, classification and related methods”	5
Robust optimal classification trees under noisy labels	5
Contamination transformation matrix mixture modeling for skewed data groups with heavy tails and scatter	5
Editorial for ADAC issue 1 of volume 16 (2022)	5
Modal clustering of matrix-variate data	4
A two-step estimator for generalized linear models for longitudinal data with time-varying measurement error	4
Profile-based latent class distance association analyses for sparse tables:application to the attitude of European citizens towards sustainable tourism	4
Threshold-based Naïve Bayes classifier	4
Clustering with missing data: which equivalent for Rubin’s rules?	4
LASSO regularization within the LocalGLMnet architecture	4
Claims fraud detection with uncertain labels	4
Special issue on “advances in models and learning for clustering and classification”	4
Clustering large mixed-type data with ordinal variables	4
Comparing flexible modelling approaches: the varying-thresholds model versus quantile regression	3
Determinantal consensus clustering	3
Editorial for ADAC issue 3 of volume 16 (2022)	3
Correction to: Multivariate cluster weighted models using skewed distributions	3
Finite mixture of hidden Markov models for tensor-variate time series data	3
Initialization strategies for clustering mixed-type data with the k-prototypes algorithm	3
Unsupervised learning from attributed networks	3
Principal component analysis constrained by layered simple structures	3
Theory of angular depth for classification of directional data	3
An empirical comparison and characterisation of nine popular clustering methods	3
Semiparametric mixture of linear regressions with nonparametric Gaussian scale mixture errors	3
Composite likelihood methods for parsimonious model-based clustering of mixed-type data	3
A two-group canonical variate analysis biplot for an optimal display of both means and cases	3
Clustering and classification of spatio-temporal data using spatial dynamic panel data models	3
Special issue on “Models and learning for clustering and Classification”	3
Robust functional logistic regression	3