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Related lectures (29)
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Least Squares Approximation
Explains least squares approximation for finding best fit lines or curves to data points.
Linear Regression: Estimation and Testing
Explores linear regression estimation, hypothesis testing, and practical applications in statistics.
Multilinear Regression: Standardized Variables and Effects
Explores standardizing variables and effects in multilinear regression analysis.
Probabilistic Models for Linear Regression
Covers the probabilistic model for linear regression and its applications in nuclear magnetic resonance and X-ray imaging.
Model Specification in Time Series
Covers the identification and model specification in time series analysis, including AR models and least squares estimation.
Gram-Schmidt Algorithm: Orthogonalization and QR Factorization
Introduces the Gram-Schmidt algorithm, QR factorization, and the method of least squares.
Linear Regression Testing
Explores least squares in linear regression, hypothesis testing, outliers, and model assumptions.
Linear Equations: Least Squares Solution
Explains how to solve linear equations using the least squares method to minimize errors in the system.
Multilinear Regression: Basics and Applications
Covers the basics of multilinear regression and its application in analyzing material properties.
Recursive Least-Squares: Weighted Formulation
Covers the Recursive Least-Squares algorithm with weighted formulation for real-time data updating.