An unsupervised data completion method for physically-based data-driven models
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Publication:1986689
DOI10.1016/j.cma.2018.09.035zbMath1440.62397OpenAlexW2897428672WikidataQ129159250 ScholiaQ129159250MaRDI QIDQ1986689
Jose A. Sanz-Herrera, Jacobo Ayensa-Jiménez, Mohamed H. Doweidar, Manuel Doblaré
Publication date: 9 April 2020
Published in: Computer Methods in Applied Mechanics and Engineering (Search for Journal in Brave)
Full work available at URL: http://zaguan.unizar.es/record/84191
Computational methods for problems pertaining to statistics (62-08) Linear regression; mixed models (62J05) Nonparametric estimation (62G05) Applications of statistics in engineering and industry; control charts (62P30) Statistical aspects of big data and data science (62R07)
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- The internet of things: a survey
- Partially parametric techniques for multiple imputation
- Dynamic data-driven reduced-order models
- A new reliability-based data-driven approach for noisy experimental data with physical constraints
- Data-driven computational mechanics
- Real-time simulation of surgery by reduced-order modeling and X-FEM techniques
- Multiple Imputation After 18+ Years
- Monotone Piecewise Cubic Interpolation
- Inference and missing data
- Non‐linear dynamics of three‐dimensional rods: Exact energy and momentum conserving algorithms
- A new friction factor relationship for fully developed pipe flow