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Statistical Learning and Exploratory Methods of the Data Sciences

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Why BDeu? Regular Bayesian network structure learning with discrete and continuous variables

Advanced Review
Joe Suzuki
Published Online: Mar 01 2021
DOI:10.1002/wics.1554

Abstract Full article on Wiley Online Library:   HTML | PDF
Integrative clustering methods for multi‐omics data

Advanced Review
Xiaoyu Zhang, Zhenwei Zhou, Hanfei Xu, Ching‐Ti Liu
Published Online: Feb 08 2021
DOI:10.1002/wics.1553

Abstract Full article on Wiley Online Library:   HTML | PDF
Detecting clusters in multivariate response regression

Focus Article
Bradley S. Price, Corban Allenbrand, Ben Sherwood
Published Online: Feb 04 2021
DOI:10.1002/wics.1551

Abstract Full article on Wiley Online Library:   HTML | PDF
An introduction to persistent homology for time series

Primer
Nalini Ravishanker, Renjie Chen
Published Online: Feb 04 2021
DOI:10.1002/wics.1548

Abstract Full article on Wiley Online Library:   HTML | PDF
From object detection to text detection and recognition: A brief evolution history of optical character recognition

Advanced Review
Haifeng Wang, Changzai Pan, Xiao Guo, Chunlin Ji, Ke Deng
Published Online: Jan 26 2021
DOI:10.1002/wics.1547

Abstract Full article on Wiley Online Library:   HTML | PDF
Advances in statistical modeling of spatial extremes

Advanced Review
Jennifer L. Wadsworth, Raphaël Huser
Published Online: Nov 20 2020
DOI:10.1002/wics.1537

Abstract Full article on Wiley Online Library:   HTML | PDF
On semiparametric regression in functional data analysis

Advanced Review
Nengxiang Ling, Philippe Vieu
Published Online: Nov 18 2020
DOI:10.1002/wics.1538

Abstract Full article on Wiley Online Library:   HTML | PDF
A convergence diagnostic for Bayesian clustering

Focus Article
Martin Lysy, Masoud Asgharian, Vahid Partovi Nia
Published Online: Nov 11 2020
DOI:10.1002/wics.1536

Abstract Full article on Wiley Online Library:   HTML | PDF
Bayesian mixture models for cytometry data analysis

Advanced Review
Boris P Hejblum, Lin Lin
Published Online: Oct 17 2020
DOI:10.1002/wics.1535

Abstract Full article on Wiley Online Library:   HTML | PDF
Aggregating predictions from experts: A review of statistical methods, experiments, and applications

Advanced Review
Thomas McAndrew, Nutcha Wattanachit, Graham C. Gibson, Nicholas G. Reich
Published Online: Jun 16 2020
DOI:10.1002/wics.1514

Abstract Full article on Wiley Online Library:   HTML | PDF
Deep learning: Computational aspects

Advanced Review
Nicholas Polson, Vadim Sokolov
Published Online: Jun 09 2020
DOI:10.1002/wics.1500

Abstract Full article on Wiley Online Library:   HTML | PDF
30 Years of space–time covariance functions

Advanced Review
Emilio Porcu, Reinhard Furrer, Douglas Nychka
Published Online: May 20 2020
DOI:10.1002/wics.1512

Abstract Full article on Wiley Online Library:   HTML | PDF
Adversarial machine learning for cybersecurity and computer vision: Current developments and challenges

Advanced Review
Bowei Xi
Published Online: Apr 21 2020
DOI:10.1002/wics.1511

Abstract Full article on Wiley Online Library:   HTML | PDF
Clustering of multivariate geostatistical data

Focus Article
Francky Fouedjio
Published Online: Mar 26 2020
DOI:10.1002/wics.1510

Abstract Full article on Wiley Online Library:   HTML | PDF
Bayesian spatial and spatiotemporal models based on multiscale factorizations

Advanced Review
Marco A. R. Ferreira
Published Online: Mar 17 2020
DOI:10.1002/wics.1509

Abstract Full article on Wiley Online Library:   HTML | PDF
A review of flow field forecasting: A high‐dimensional forecasting procedure

Advanced Review
Kyle Caudle, Patrick S. Fleming, Randy C. Hoover
Published Online: Feb 21 2020
DOI:10.1002/wics.1505

Abstract Full article on Wiley Online Library:   HTML | PDF
Stationary count time series models

Overview
Christian H. Weiß
Published Online: Feb 13 2020
DOI:10.1002/wics.1502

Abstract Full article on Wiley Online Library:   HTML | PDF
Model exploration using conditional visualization

Overview
Catherine B. Hurley
Published Online: Feb 07 2020
DOI:10.1002/wics.1503

Abstract Full article on Wiley Online Library:   HTML | PDF
Random projections: Data perturbation for classification problems

Advanced Review
Timothy I. Cannings
Published Online: Feb 05 2020
DOI:10.1002/wics.1499

Abstract Full article on Wiley Online Library:   HTML | PDF
Individualized inference through fusion learning

Advanced Review
Min‐ge Xie, Rong Chen, Chencheng Cai
Published Online: Jan 13 2020
DOI:10.1002/wics.1498

Abstract Full article on Wiley Online Library:   HTML | PDF
Particularities and commonalities of singular spectrum analysis as a method of time series analysis and signal processing

Advanced Review
Nina Golyandina
Published Online: Jan 09 2020
DOI:10.1002/wics.1487

Abstract Full article on Wiley Online Library:   HTML | PDF
Filtering‐based approaches for functional data classification

Advanced Review
Ci‐Ren Jiang, Lu‐Hung Chen
Published Online: Jan 06 2020
DOI:10.1002/wics.1490

Abstract Full article on Wiley Online Library:   HTML | PDF
Multiple testing approaches for hypotheses in integrative genomics

Advanced Review
Debashis Ghosh, Xuhong Zhang, Efrén Cruz‐Cortés, Pratyaydipta Rudra
Published Online: Dec 15 2019
DOI:10.1002/wics.1493

Abstract Full article on Wiley Online Library:   HTML | PDF
Tensor decomposition for dimension reduction

Advanced Review
Yu‐Hsiang Cheng, Tzee‐Ming Huang, Su‐Yun Huang
Published Online: Jul 22 2019
DOI:10.1002/wics.1482

Abstract Full article on Wiley Online Library:   HTML | PDF
Computation of exact probabilities associated with overlapping pattern occurrences

Focus Article
Donald E. K. Martin
Published Online: Jul 05 2019
DOI:10.1002/wics.1477

Abstract Full article on Wiley Online Library:   HTML | PDF
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