OOIR: Observatory of International Research

Papers

(The TQCC of Statistical Analysis and Data Mining is 2. 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 2020-05-01 to 2024-05-01.)

Article	Citations
Optimal ratio for data splitting	187
GRATIS: GeneRAting TIme Series with diverse and controllable characteristics	62
Generalized mixed‐effects random forest: A flexible approach to predict university student dropout	24
Unsupervised random forests	18
Supervised compression of big data	17
Multiclass machine learning classification of functional brain images for Parkinson's disease stage prediction	16
Modal linear regression models with multiplicative distortion measurement errors	13
Imbalanced classification: A paradigm‐based review	13
Data Twinning	13
A linear time method for the detection of collective and point anomalies	11
Two‐stage hybrid learning techniques for bankruptcy prediction*	11
Fourier neural networks as function approximators and differential equation solvers	11
Exponential calibration for correlation coefficient with additive distortion measurement errors	9
An efficient k‐modes algorithm for clustering categorical datasets	8
Multivariate Hidden Markov Models for disease progression	8
Weighted k‐nearest neighbor based data complexity metrics for imbalanced datasets	8
A comparison of Gaussian processes and neural networks for computer model emulation and calibration	8
Handwriting identification using random forests and score‐based likelihood ratios	7
The fairness‐accuracy Pareto front	7
Power grid frequency prediction using spatiotemporal modeling	7
A clustering method for graphical handwriting components and statistical writership analysis	7
Weighted pivot coordinates for partial least squares‐based marker discovery in high‐throughput compositional data	7
Measure inducing classification and regression trees for functional data	7
Trees, forests, chickens, and eggs: when and why to prune trees in a random forest	6
Markov chain to analyze web usability of a university website using eye tracking data	6

MR plot: A big data tool for distinguishing distributions	6
An analytical toast to wine: Using stacked generalization to predict wine preference	5
An adaptive nonparametric exponentially weighted moving average control chart with dynamic sampling intervals	5
Visual diagnostics of an explainer model: Tools for the assessment of LIME explanations	5
A framework for stability‐based module detection in correlation graphs	5
Use of data mining in a two‐step process of profiling student preferences in relation to the enhancement of English as a foreign language teaching	5
A tutorial on generative adversarial networks with application to classification of imbalanced data	5
Extreme ensemble of extreme learning machines	4
A fast and efficient Modal EM algorithm for Gaussian mixtures	4
Specifying composites in structural equation modeling: A refinement of the Henseler–Ogasawara specification	4
Parallel coordinate order for high‐dimensional data	4
Tracking clusters and anomalies in evolving data streams	4
Precision aggregated local models	4
Feature selection for imbalanced data with deep sparse autoencoders ensemble	4
The next wave: We will all be data scientists	4
Learning compact physics‐aware delayed photocurrent models using dynamic mode decomposition	3
A tree‐based gene–environment interaction analysis with rare features	3
Factor analysis of mixed data for anomaly detection	3
Sample selection bias in evaluation of prediction performance of causal models	3
Coefficient tree regression for generalized linear models	3
Traditional kriging versus modern Gaussian processes for large‐scale mining data	3
Model‐based clustering of time‐dependent categorical sequences with application to the analysis of major life event patterns	3
Ensembled sparse‐input hierarchical networks for high‐dimensional datasets	3
Intuitively adaptable outlier detector	3
An approach to characterizing spatial aspects of image system blur	3
Survival trees based on heterogeneity in time‐to‐event and censoring distributions using parameter instability test	3
Penalized composite likelihood for colored graphical Gaussian models	2
Online embedding and clustering of evolving data streams	2
Frequentist model averaging for zero‐inflated Poisson regression models	2
SURE estimates for high dimensional classification	2
Next waves in veridical network embedding*	2
Cluster analysis via random partition distributions	2
A general iterative clustering algorithm	2
Adaptive batching for Gaussian process surrogates with application in noisy level set estimation	2
The future of precision health is data‐driven decision support	2
Comparison of machine learning approaches used to identify the drivers of Bakken oil well productivity	2
Negative binomial graphical model with excess zeros	2
Estimation of disease progression for ischemic heart disease using latent Markov with covariates	2
Evaluating causal‐based feature selection for fuel property prediction models	2
Clover plot: Versatile visualization in nonparametric classification*	2
Classification of high‐dimensional electroencephalography data with location selection using structured spike‐and‐slab prior	2
Emulated order identification for models of big time series data	2
A study of the impact of COVID‐19 on the Chinese stock market based on a new textual multiple ARMA model	2
Coupled support tensor machine classification for multimodal neuroimaging data	2
Sketched Stochastic Dictionary Learning for large‐scale data and application to high‐throughput mass spectrometry	2