- Uncertainty in Bayesian Leave-One-Out Cross-Validation Based Model Comparison
2025/01/01 by Tuomas Sivula, Måns Magnusson, Asael Alonzo Matamoros +1 · 1 voice · 6 citations
Decision Sciences · Mathematics · #Advanced Statistical Process Monitoring #Bayesian average #Bayesian inference #Bayesian linear regression #Bayesian probability #Computer science #Cross-validation #Econometrics #Estimator #Loo #Machine learning #Mathematics #Skewness #Statistical Methods and Bayesian Inference #Statistical Methods and Inference #Statistics
- The importance of choosing a proper validation strategy in predictive models. A tutorial with real examples
2023/06/17 by Eneko López, Eneko Lopez, Jaione Etxebarria‐Elezgarai +4 · 20 citations
Chemistry · Engineering · Mathematics · #Advanced Statistical Methods and Models #Artificial intelligence #Computer science #Cross-validation #Data mining #Data science #Data set #Fault Detection and Control Systems #Machine learning #Model validation #Predictive modelling #Set (abstract data type) #Sophistication #Spectroscopy and Chemometric Analyses
- Cross validation for model selection: A review with examples from ecology
2022/11/13 by Luke A. Yates, Zach Aandahl, Shane A. Richards +1 · 45 citations
Computer Science · Engineering · Environmental Science · Mathematics · #Akaike information criterion #Artificial intelligence #Computer science #Cross-validation #Data Analysis with R #Data mining #Ecology #Econometrics #Engineering #Information Criteria #Machine learning #Mathematics #Model selection #Overfitting #Predictive modelling #Range (aeronautics) #Selection (genetic algorithm) #Soil Geostatistics and Mapping #Species Distribution and Climate Change #Statistical model
- Using leave-one-out cross-validation (LOO) in a multilevel regression and poststratification (MRP) workflow: A cautionary tale
2022/09/05 by Swen Kuh, Lauren Kennedy, Kuh, Swen +5 · 2 citations
Mathematics · Medicine · Social Sciences · #Advanced Causal Inference Techniques #Artificial intelligence #Bayesian probability #Computer science #Cross-validation #Econometrics #FOS: Computer and information sciences #Health disparities and outcomes #Loo #Machine learning #Mathematics #Medicine #Methodology (stat.ME) #Population #Ranking (information retrieval) #Statistical Methods and Bayesian Inference #Statistics
- Cross-Cohort Generalizability of Deep and Conventional Machine Learning for MRI-based Diagnosis and Prediction of Alzheimer's Disease
2020/12/16 by Esther E. Bron, Stefan Klein, Bron, Esther E. +33 · 1 citation
Computer Science · Engineering · Mathematics · Medicine · Neuroscience · Physics and Astronomy · #Alzheimer's Disease Neuroimaging Initiative #Artificial intelligence #Brain Tumor Detection and Classification #Cohort #Computer Vision and Pattern Recognition (cs.CV) #Computer science #Convolutional neural network #Cross-validation #Dementia #Dementia and Cognitive Impairment Research #Disease #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Physical sciences #Generalizability theory #Image and Video Processing (eess.IV) #Internal medicine #Machine learning #Mathematics #Medical Physics (physics.med-ph) #Medicine #Neuroimaging #Nutritional Studies and Diet #Pattern recognition (psychology) #Psychiatry #Statistics #Support vector machine #cs.CV #eess.IV #electronic engineering #information engineering #physics.med-ph
- Progressive Cross-camera Soft-label Learning for Semi-supervised Person Re-identification
2019/08/15 by Lei Qi, Qi, Lei, Lei Wang +7 · 1 citation
Computer Science · Engineering · #Artificial intelligence #Benchmark (surveying) #Computer Vision and Pattern Recognition (cs.CV) #Computer science #Computer vision #Cross entropy #Cross-validation #Deep learning #Exploit #FOS: Computer and information sciences #Gait Recognition and Analysis #Human Pose and Action Recognition #Identification (biology) #Pattern recognition (psychology) #Video Surveillance and Tracking Methods #cs.CV
- lassopack: Model selection and prediction with regularized regression in Stata
2019/01/16 by Achim Ahrens, Christian B. Hansen, Christian Hansen +4 · 2 citations
Economics, Econometrics and Finance · Environmental Science · Mathematics · #Algorithm #Artificial intelligence #Computer science #Cross-validation #Econometrics #Econometrics (econ.EM) #Elastic net regularization #Environmental Impact and Sustainability #FOS: Economics and business #Lasso (programming language) #Mathematics #Mean squared error #Model selection #Monetary Policy and Economic Impact #Monte Carlo method #Ordinary least squares #Regression #Regression analysis #Selection (genetic algorithm) #Series (stratigraphy) #Statistical Methods and Inference #Statistics #Suite #econ.EM
- Performance evaluation of classification algorithms by k-fold and leave-one-out cross validation
2015/03/23 by Tzu-Tsung Wong · 52 citations
Computer Science · Engineering · Mathematics · #Algorithm #Artificial intelligence #Computer science #Cross-validation #Data Mining Algorithms and Applications #Data mining #Engineering #Estimator #Fold (higher-order function) #Imbalanced Data Classification Techniques #Independence (probability theory) #Machine Learning and Data Classification #Machine learning #Mathematics #Statistics #Task (project management)
- On the use of cross-validation for time series predictor evaluation
2012/01/05 by Christoph Bergmeir, José M. Benítez · 64 citations
Computer Science · Decision Sciences · Mathematics · #Artificial intelligence #Computer science #Cross-validation #Data mining #Forecasting Techniques and Applications #Machine learning #Mathematics #Model selection #Regression #Regression analysis #Selection (genetic algorithm) #Series (stratigraphy) #Statistics #Stock Market Forecasting Methods #Time Series Analysis and Forecasting #Time series
- Fast cross-validation algorithms for least squares support vector machine and kernel ridge regression
2007/01/06 by Senjian An, Wanquan Liu, Svetha Venkatesh · 6 citations
Chemistry · Computer Science · Engineering · Mathematics · #Algorithm #Artificial intelligence #Cholesky decomposition #Combinatorics #Computational complexity theory #Computer science #Cross-validation #Dimension (graph theory) #Face and Expression Recognition #Inverse #Kernel (algebra) #Kernel method #Mathematics #Sparse and Compressive Sensing Techniques #Spectroscopy and Chemometric Analyses #Statistics #Support vector machine
- Single Sample Cross-Validation Indices for Covariance Structures
1989/10/01 by M.W. Browne, Michael W. Browne, R. Cudeck +1 · 58 citations
Mathematics · #Advanced Statistical Methods and Models #Akaike information criterion #Bayesian information criterion #Covariance #Covariance function #Cross-validation #Mathematics #Normality #Sample (material) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference #Statistics
- Generalized Cross-Validation as a Method for Choosing a Good Ridge Parameter
1979/05/01 by Gene H. Golub, Michael T. Heath, Michael Heath +1 · 152 citations
Chemistry · Decision Sciences · Mathematics · #Advanced Statistical Methods and Models #Advanced Statistical Process Monitoring #Applied mathematics #Artificial intelligence #Combinatorics #Computer science #Cross-validation #Estimator #Geology #Geometry #Invariant (physics) #Mathematics #Model selection #Regression #Ridge #Rotation (mathematics) #Selection (genetic algorithm) #Spectroscopy and Chemometric Analyses #Statistics #Truncation (statistics) #Value (mathematics)
- An Asymptotic Equivalence of Choice of Model by Cross-Validation and Akaike's Criterion
1977/09/01 by M. Stone · 10 citations
Engineering · Mathematics · #Engineering Applied Research #Akaike information criterion #Equivalence (formal languages) #Bayesian information criterion #Mathematics #Cross-validation #Statistics #Econometrics #Applied mathematics #Pure mathematics
- Cross-validation and multinomial prediction
1974/01/01 by M. STONE, M. Stone · 17 citations
Computer Science · Decision Sciences · Mathematics · #Cross-validation #Econometrics #Mathematics #Multi-Criteria Decision Making #Multinomial distribution #Statistical and Computational Modeling #Statistics
- A Least Squares Estimate of Satellite Attitude
1965/07/01 by Grace Wahba · 57 citations
Engineering · Mathematics · #Aerospace Engineering and Control Systems #Aerospace engineering #Applied mathematics #Computer science #Cross-validation #Engineering #Inertial Sensor and Navigation #Least-squares function approximation #Mathematics #Satellite #Space Satellite Systems and Control #Statistics