30,884
Views
83
CrossRef citations to date
0
Altmetric
Theory and Methods Discussion

Prediction, Estimation, and Attribution

Pages 636-655 | Received 15 Oct 2019, Accepted 17 Apr 2020, Published online: 04 Jun 2020

Keep up to date with the latest research on this topic with citation updates for this article.

Read on this site (11)

Zhiheng Xu & Arkendra De. (2023) Assessing model accuracy using random data split: a simulation study. Journal of Biopharmaceutical Statistics 33:2, pages 131-139.
Read now
Michael J Mahoney, Lucas K Johnson, Abigail Z Guinan & Colin M Beier. (2022) Classification and mapping of low-statured shrubland cover types in post-agricultural landscapes of the US Northeast. International Journal of Remote Sensing 43:19-24, pages 7117-7138.
Read now
Susan Hwang & Mark Chang. (2022) Similarity-Principle-Based Machine Learning Method for Clinical Trials and Beyond. Statistics in Biopharmaceutical Research 14:4, pages 511-522.
Read now
Jing Qin, Yukun Liu & Pengfei Li. (2022) Rejoinder on “A selective review of statistical methods using calibration information from similar studies”. Statistical Theory and Related Fields 6:3, pages 204-207.
Read now
Pavlos Msaouel. (2022) The Big Data Paradox in Clinical Practice. Cancer Investigation 40:7, pages 567-576.
Read now
Sören R. Künzel, Theo F. Saarinen, Edward W. Liu & Jasjeet S. Sekhon. (2022) Linear Aggregation in Tree-Based Estimators. Journal of Computational and Graphical Statistics 31:3, pages 917-934.
Read now
Noel Cressie. (2022) Nonparametric Empirical Bayes Prediction. Journal of the American Statistical Association 117:539, pages 1167-1170.
Read now
Maren Hackenberg, Marlon Grodd, Clemens Kreutz, Martina Fischer, Janina Esins, Linus Grabenhenrich, Christian Karagiannidis & Harald Binder. (2022) Using Differentiable Programming for Flexible Statistical Modeling. The American Statistician 76:3, pages 270-279.
Read now
Alberto Carmona-Bayonas, Paula Jiménez-Fonseca, Javier Gallego & Pavlos Msaouel. (2022) Causal Considerations Can Inform the Interpretation of Surprising Associations in Medical Registries. Cancer Investigation 40:1, pages 1-13.
Read now
Sara Fontanella, Alex Cucco & Adnan Custovic. (2021) Machine learning in asthma research: moving toward a more integrated approach. Expert Review of Respiratory Medicine 15:5, pages 609-621.
Read now
Weibin Mo, Zhengling Qi & Yufeng Liu. (2021) Rejoinder: Learning Optimal Distributionally Robust Individualized Treatment Rules. Journal of the American Statistical Association 116:534, pages 699-707.
Read now

Articles from other publishers (72)

Emmanuel Flachaire, Sullivan Hué, Sébastien Laurent & Gilles Hacheme. (2023) Interpretable Machine Learning Using Partial Linear Models*. Oxford Bulletin of Economics and Statistics 86:3, pages 519-540.
Crossref
Bas Bosma & Arjen van Witteloostuijn. (2024) Machine learning in international business. Journal of International Business Studies.
Crossref
Lukas Sönning & Jason Grafmiller. (2024) Seeing the wood for the trees: predictive margins for random forests. Corpus Linguistics and Linguistic Theory 20:1, pages 153-181.
Crossref
Christian Staerk, Alliyah Byrd & Andreas Mayr. (2024) Recent Methodological Trends in Epidemiology: No Need for Data-Driven Variable Selection?. American Journal of Epidemiology 193:2, pages 370-376.
Crossref
Tan Mi, Die Tang, Jianbo Fu, Wen Zeng, Michael L. Grieneisen, Zihang Zhou, Fengju Jia, Fumo Yang & Yu Zhan. (2024) Data augmentation for bias correction in mapping PM2.5 based on satellite retrievals and ground observations. Geoscience Frontiers 15:1, pages 101686.
Crossref
Giulia Vannucci & Anna Gottard. (2022) An evolutionary estimation procedure for generalized semilinear regression trees. Computational Statistics 38:4, pages 1927-1946.
Crossref
Bin Huang, Lupeng Kong, Chao Wang, Fusong Ju, Qi Zhang, Jianwei Zhu, Tiansu Gong, Haicang Zhang, Chungong Yu, Wei-Mou Zheng & Dongbo Bu. (2023) Protein Structure Prediction: Challenges, Advances, and the Shift of Research Paradigms. Genomics, Proteomics & Bioinformatics 21:5, pages 913-925.
Crossref
Christoph Wies, Robert Miltenberger, Gunter Grieser & Antje Jahn-Eimermacher. (2023) Exploring the variable importance in random forests under correlations: a general concept applied to donor organ quality in post-transplant survival. BMC Medical Research Methodology 23:1.
Crossref
STEFAN T. GRIES. 2023. The Handbook of Usage‐Based Linguistics. The Handbook of Usage‐Based Linguistics 561 579 .
Ravin Poudel, Ari Jumpponen, Megan M. Kennelly, Cary Rivard, Lorena Gomez-Montano & Karen A. Garrett. (2023) Integration of Phenotypes in Microbiome Networks for Designing Synthetic Communities: a Study of Mycobiomes in the Grafted Tomato System. Applied and Environmental Microbiology 89:6.
Crossref
Beichen Zhao, Binshan Ju & Chaoxiang Wang. (2023) Initial-Productivity Prediction Method of Oil Wells for Low-Permeability Reservoirs Based on PSO-ELM Algorithm. Energies 16:11, pages 4489.
Crossref
Joseph D. Janizek, Ayse B. Dincer, Safiye Celik, Hugh Chen, William Chen, Kamila Naxerova & Su-In Lee. (2023) Uncovering expression signatures of synergistic drug responses via ensembles of explainable machine-learning models. Nature Biomedical Engineering 7:6, pages 811-829.
Crossref
Giuseppe Montanaro, Georgios Doupis, Nektarios Kourgialas, Emmanouel Markakis, Nektarios Kavroulakis, Georgios Psarras, Georgios Koubouris, Bartolomeo Dichio & Vitale Nuzzo. (2023) Management options influence seasonal CO2 soil emissions in Mediterranean olive ecosystems. European Journal of Agronomy 146, pages 126815.
Crossref
Anthony Weishampel, Ana-Maria Staicu & William Rand. (2023) Classification of social media users with generalized functional data analysis. Computational Statistics & Data Analysis 179, pages 107647.
Crossref
Florian Dumpert. 2023. Advances in Business Statistics, Methods and Data Collection. Advances in Business Statistics, Methods and Data Collection 537 560 .
Jacob L. Strunk & Robert J. McGaughey. (2023) Stand validation of lidar forest inventory modeling for a managed southern pine forest. Canadian Journal of Forest Research 53:2, pages 71-89.
Crossref
Thomas A. Wilding, Thorsten Stoeck, Barbara J. Morrissey, Silvia Ferreira Carvalho & Mark W. Coulson. (2023) Maximising signal-to-noise ratios in environmental DNA-based monitoring. Science of The Total Environment 858, pages 159735.
Crossref
Patrizia Berti, Emanuela Dreassi, Fabrizio Leisen, Luca Pratelli & Pietro Rigo. (2023) A Probabilistic View on Predictive Constructions for Bayesian Learning. Statistical Science -1:-1.
Crossref
Giorgio Paulon, Peter Müller & Abhra Sarkar. (2023) Bayesian Semiparametric Hidden Markov Tensor Models for Time Varying Random Partitions with Local Variable Selection. Bayesian Analysis -1:-1.
Crossref
Zhimin Shao, Weibei Dou, Di Ma, Xiaoxue Zhai, Quan Xu & Yu Pan. (2023) A Novel Neurorehabilitation Prognosis Prediction Modeling on Separated Left-Right Hemiplegia Based on Brain-Computer Interfaces Assisted Rehabilitation. IEEE Transactions on Neural Systems and Rehabilitation Engineering 31, pages 3375-3383.
Crossref
Zepu Xi, Hongbo Chen, Xiaoqian Chen & Wen Yao. (2023) Distributions-free Martingales Test Distributions-shift. Procedia Computer Science 222, pages 157-166.
Crossref
Jeppe Rich, Marcus Skyum Myhrmann & Stefan Eriksen Mabit. (2023) Our children cycle less - A Danish pseudo-panel analysis. Journal of Transport Geography 106, pages 103519.
Crossref
Daniel SorensenDaniel Sorensen. 2023. Statistical Learning in Genetics. Statistical Learning in Genetics 1 48 .
Mario V. Wüthrich & Michael MerzMario V. Wüthrich & Michael Merz. 2023. Statistical Foundations of Actuarial Learning and its Applications. Statistical Foundations of Actuarial Learning and its Applications 1 11 .
Takahiro Yoshida, Daisuke Murakami & Hajime Seya. (2022) Spatial Prediction of Apartment Rent using Regression-Based and Machine Learning-Based Approaches with a Large Dataset. The Journal of Real Estate Finance and Economics.
Crossref
Qinglong Tian, Daniel J. Nordman & William Q. Meeker. (2022) Methods to Compute Prediction Intervals: A Review and New Results. Statistical Science 37:4.
Crossref
Lucas K. Johnson, Michael J. Mahoney, Eddie Bevilacqua, Stephen V. Stehman, Grant M. Domke & Colin M. Beier. (2022) Fine-resolution landscape-scale biomass mapping using a spatiotemporal patchwork of LiDAR coverages. International Journal of Applied Earth Observation and Geoinformation 114, pages 103059.
Crossref
Mark D Lindsay, Agnieszka M. Piechocka, Mark W Jessell, Richard Scalzo, Jeremie Giraud, Guillaume Pirot & Edward Cripps. (2022) Assessing the impact of conceptual mineral systems uncertainty on prospectivity predictions. Geoscience Frontiers 13:6, pages 101435.
Crossref
J. Keith Ord. (2022) The uncertainty track: Machine learning, statistical modeling, synthesis. International Journal of Forecasting 38:4, pages 1526-1530.
Crossref
Anthony M. Musolf, Emily R. Holzinger, James D. Malley & Joan E. Bailey-Wilson. (2021) What makes a good prediction? Feature importance and beginning to open the black box of machine learning in genetics. Human Genetics 141:9, pages 1515-1528.
Crossref
S Li, M Sesia, Y Romano, E Candès & C Sabatti. (2022) Searching for robust associations with a multi-environment knockoff filter. Biometrika 109:3, pages 611-629.
Crossref
Bo Li, Yan Huo, Kun Zhang, Limin Chang, Haohua Zhang, Xinrui Wang, Leying Li & Zhenjie Hu. (2022) Development and validation of outcome prediction models for acute kidney injury patients undergoing continuous renal replacement therapy. Frontiers in Medicine 9.
Crossref
Abdelhak Rouabah, Helmut Meiss, Jean Villerd, Françoise Lasserre-Joulin, Véronique Tosser, André Chabert & Olivier Therond. (2022) Predicting the abundances of aphids and their natural enemies in cereal crops: Machine-learning versus linear models. Biological Control 169, pages 104866.
Crossref
Lucas Kook, Beate Sick & Peter Bühlmann. (2022) Distributional anchor regression. Statistics and Computing 32:3.
Crossref
Chun Chieh Fan, Robert Loughnan, Carolina Makowski, Diliana Pecheva, Chi-Hua Chen, Donald J. HaglerJr.Jr., Wesley K. Thompson, Nadine Parker, Dennis van der Meer, Oleksandr Frei, Ole A. Andreassen & Anders M. Dale. (2022) Multivariate genome-wide association study on tissue-sensitive diffusion metrics highlights pathways that shape the human brain. Nature Communications 13:1.
Crossref
Hajime Seya & Daiki Shiroi. (2021) A Comparison of Residential Apartment Rent Price Predictions Using a Large Data Set: Kriging Versus Deep Neural Network. Geographical Analysis 54:2, pages 239-260.
Crossref
Hanh K. D. Nguyen, Matthew W. Fielding, Jessie C. Buettel & Barry W. Brook. (2022) Predicting spatial and seasonal patterns of wildlife–vehicle collisions in high-risk areas. Wildlife Research 49:5, pages 428-437.
Crossref
Wesley Yung, Siu-Ming Tam, Bart BuelensHugh Chipman, Florian Dumpert, Gabriele Ascari, Fabiana Rocci, Joep Burger & InKyung Choi. (2022) A quality framework for statistical algorithms. Statistical Journal of the IAOS 38:1, pages 291-308.
Crossref
Joaquim Fernando Pinto da Costa & Manuel Cabral. (2022) Statistical Methods with Applications in Data Mining: A Review of the Most Recent Works. Mathematics 10:6, pages 993.
Crossref
Sean Whalen, Jacob Schreiber, William S. Noble & Katherine S. Pollard. (2021) Navigating the pitfalls of applying machine learning in genomics. Nature Reviews Genetics 23:3, pages 169-181.
Crossref
Min-ge Xie & Zheshi Zheng. (2022) Homeostasis phenomenon in conformal prediction and predictive distribution functions. International Journal of Approximate Reasoning 141, pages 131-145.
Crossref
. 2022. Introduction to Robust Estimation and Hypothesis Testing. Introduction to Robust Estimation and Hypothesis Testing 827 884 .
Rand R. Wilcox. 2022. Introduction to Robust Estimation and Hypothesis Testing. Introduction to Robust Estimation and Hypothesis Testing 253 350 .
Karsten Lübke & Bianca Krol. 2022. Quantitative Forschung in Masterarbeiten. Quantitative Forschung in Masterarbeiten 499 509 .
Shelernaz Azimi & Claus Pahl. 2022. Cloud Computing and Services Science. Cloud Computing and Services Science 69 87 .
Pauline Ezanno, Sébastien Picault, Gaël Beaunée, Xavier Bailly, Facundo Muñoz, Raphaël Duboz, Hervé Monod & Jean-François Guégan. (2021) Research perspectives on animal health in the era of artificial intelligence. Veterinary Research 52:1.
Crossref
Erika Cantor, Rodrigo Salas, Harvey Rosas & Sandra Guauque-Olarte. (2021) Biological knowledge-slanted random forest approach for the classification of calcified aortic valve stenosis. BioData Mining 14:1.
Crossref
Christopher Toh & James P. Brody. (2021) Genetic risk score for ovarian cancer based on chromosomal-scale length variation. BioData Mining 14:1.
Crossref
Joanna Roder, Laura Maguire, Robert GeorgantasIIIIII & Heinrich Roder. (2021) Explaining multivariate molecular diagnostic tests via Shapley values. BMC Medical Informatics and Decision Making 21:1.
Crossref
Sandra Benítez-Peña, Emilio Carrizosa, Vanesa Guerrero, M. Dolores Jiménez-Gamero, Belén Martín-Barragán, Cristina Molero-Río, Pepa Ramírez-Cobo, Dolores Romero Morales & M. Remedios Sillero-Denamiel. (2021) On sparse ensemble methods: An application to short-term predictions of the evolution of COVID-19. European Journal of Operational Research 295:2, pages 648-663.
Crossref
Il Do Ha & Youngjo Lee. (2021) A review of h-likelihood for survival analysis. Japanese Journal of Statistics and Data Science 4:2, pages 1157-1178.
Crossref
Claus Pahl & Shelernaz Azimi. (2021) Constructing Dependable Data-Driven Software With Machine Learning. IEEE Software 38:6, pages 88-97.
Crossref
Nguyen K. Tran, Timothy L. Lash & Neal D. Goldstein. (2021) Practical data considerations for the modern epidemiology student. Global Epidemiology 3, pages 100066.
Crossref
Mousami Poudel, Rodrigo Mendes, Lilian A. S. Costa, C. Guillermo Bueno, Yiming Meng, Svetlana Y. Folimonova, Karen A. Garrett & Samuel J. Martins. (2021) The Role of Plant-Associated Bacteria, Fungi, and Viruses in Drought Stress Mitigation. Frontiers in Microbiology 12.
Crossref
Mark Roman Miller, Hanseul Jun & Jeremy N. Bailenson. (2021) Motion and Meaning: Sample-Level Nonlinear Analyses of Virtual Reality Tracking Data. Motion and Meaning: Sample-Level Nonlinear Analyses of Virtual Reality Tracking Data.
Anthony Steven Dick, Daniel A. Lopez, Ashley L. Watts, Steven Heeringa, Chase Reuter, Hauke Bartsch, Chun Chieh Fan, David N. Kennedy, Clare Palmer, Andrew Marshall, Frank Haist, Samuel Hawes, Thomas E. Nichols, Deanna M. Barch, Terry L. Jernigan, Hugh Garavan, Steven Grant, Vani Pariyadath, Elizabeth Hoffman, Michael Neale, Elizabeth A. Stuart, Martin P. Paulus, Kenneth J. Sher & Wesley K. Thompson. (2021) Meaningful associations in the adolescent brain cognitive development study. NeuroImage 239, pages 118262.
Crossref
Denis A. Shah, Thomas R. Butts, Spyridon Mourtzinis, Juan I. Rattalino Edreira, Patricio Grassini, Shawn P. Conley & Paul D. Esker. (2021) A machine learning interpretation of the contribution of foliar fungicides to soybean yield in the north‐central United States. Scientific Reports 11:1.
Crossref
Stefan Th. Gries. (2021) (Generalized Linear) Mixed‐Effects Modeling: A Learner Corpus Example. Language Learning 71:3, pages 757-798.
Crossref
Yangyang Wu, Baofeng Di, Yuzhou Luo, Michael L. Grieneisen, Wen Zeng, Shifu Zhang, Xunfei Deng, Yulei Tang, Guangming Shi, Fumo Yang & Yu Zhan. (2021) A robust approach to deriving long-term daily surface NO2 levels across China: Correction to substantial estimation bias in back-extrapolation. Environment International 154, pages 106576.
Crossref
Kushan De Silva, Siew Lim, Aya Mousa, Helena Teede, Andrew Forbes, Ryan T. Demmer, Daniel Jönsson & Joanne Enticott. (2021) Nutritional markers of undiagnosed type 2 diabetes in adults: Findings of a machine learning analysis with external validation and benchmarking. PLOS ONE 16:5, pages e0250832.
Crossref
Kushan De Silva, Noel Mathews, Helena Teede, Andrew Forbes, Daniel Jönsson, Ryan T. Demmer & Joanne Enticott. (2021) Clinical notes as prognostic markers of mortality associated with diabetes mellitus following critical care: A retrospective cohort analysis using machine learning and unstructured big data. Computers in Biology and Medicine 132, pages 104305.
Crossref
Denis A. Shah, Erick D. De Wolf, Pierce A. Paul & Laurence V. Madden. (2021) Accuracy in the prediction of disease epidemics when ensembling simple but highly correlated models. PLOS Computational Biology 17:3, pages e1008831.
Crossref
Weiqi Zhao, Clare E Palmer, Wesley K Thompson, Bader Chaarani, Hugh P Garavan, B J Casey, Terry L Jernigan, Anders M Dale & Chun Chieh Fan. (2021) Individual Differences in Cognitive Performance Are Better Predicted by Global Rather Than Localized BOLD Activity Patterns Across the Cortex. Cerebral Cortex 31:3, pages 1478-1488.
Crossref
Paul Gasper, Kevin Gering, Eric Dufek & Kandler Smith. (2021) Challenging Practices of Algebraic Battery Life Models through Statistical Validation and Model Identification via Machine-Learning. Journal of The Electrochemical Society 168:2, pages 020502.
Crossref
Daniel Fryer, Inga Strümke & Hien Nguyen. (2020) Shapley Value Confidence Intervals for Attributing Variance Explained. Frontiers in Applied Mathematics and Statistics 6.
Crossref
Balasubramanian Narasimhan. (2020) An Interview with Bradley Efron. International Statistical Review 88:S1.
Crossref
Raaz Dwivedi, Yan Shuo Tan, Briton Park, Mian Wei, Kevin Horgan, David Madigan & Bin Yu. (2020) Stable Discovery of Interpretable Subgroups via Calibration in Causal Studies. International Statistical Review 88:S1.
Crossref
Peter Bühlmann & Domagoj Ćevid. (2020) Deconfounding and Causal Regularisation for Stability and External Validity. International Statistical Review 88:S1.
Crossref
Thomas Wilding, Thorsten Stoeck & Mark W. Coulson. (2022) Maximising Signal: Noise Ratios in Metabarcode-Based Environmental Monitoring Data. SSRN Electronic Journal.
Crossref
Mario V. Wuthrich & Michael Merz. (2021) Statistical Foundations of Actuarial Learning and its Applications. SSRN Electronic Journal.
Crossref
Christian Silva & Fernando Ferreira. (2021) Surrogate Monte Carlo. SSRN Electronic Journal.
Crossref
Mario V. Wuthrich & Christoph Buser. (2017) Data Analytics for Non-Life Insurance Pricing. SSRN Electronic Journal.
Crossref

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.