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Lecture
The Wrong Method: Polynomial Interpolation
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Interpolation by Intervals: Lagrange Interpolation
Covers Lagrange interpolation using intervals to find accurate polynomial approximations.
Numerical Integration: Basics
Covers digital integration, interpolation polynomials, and integration formulas with error analysis.
Approximation of Data
Covers the least squares method for approximating data and handling errors.
Polynomial Interpolation: Optimizing Error
Covers the optimization of error in polynomial interpolation, focusing on minimizing the error by strategically placing interpolation points.
Lagrange Interpolation: Polynomial Construction and Definite Integral Introduction
Explores Lagrange interpolation for polynomial construction and introduces the definite integral.
Polynomial Interpolation: Lagrange Method
Covers the Lagrange polynomial interpolation method and error analysis in function approximation.
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Explores the interpolation of a continuous function by a polynomial.
Complexity: Approximation-Estimation Trade-off
Explores the control of complexity in hypothesis spaces and the trade-off between approximation and estimation in risk decomposition.
Systems of Non-linear Equations, Polynomial Interpolation
Explores systems of non-linear equations and polynomial interpolation, including the Newton method and Vandermonde matrix construction.
Signal Reconstruction: Sampling Theorem 2
Explores signal reconstruction techniques, including polynomial interpolation challenges and the importance of interpolation functions.