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Experimental Design: Strategies and Analysis

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Related lectures (33)

Graphical Analysis of Full Factorials Log in to Mediaspace to watch this video

Explores the graphical analysis of full factorial experiments, emphasizing efficient data analysis and interpretation of main effects and interactions.

Fractional Factorial Designs Log in to Mediaspace to watch this video

Explores fractional factorial designs, from types to analysis and model building.

Polynomial Optimization: SOS and Nonnegative Polynomials Log in to Mediaspace to watch this video

Explores polynomial optimization, emphasizing SOS and nonnegative polynomials, including the representation of polynomials as quadratic functions of monomials.

Design of Experiments: Statistical Design and Analysis Log in to Mediaspace to watch this video

Covers statistical design of experiments, focusing on minimizing costs and maximizing accuracy.

Regression Methods: Spline Smoothing Log in to Mediaspace to watch this video

Covers regression methods focusing on spline smoothing and penalised fitting to balance data fidelity and smoothness.

ANOVA in Full Factorial Designs Log in to Mediaspace to watch this video

Explores replicates, ANOVA, and factor elimination in full factorial designs using ANOM tables and model equations.

Fractional Factorial Design: Main Effects and Interactions Log in to Mediaspace to watch this video

Explores fractional factorial design, emphasizing main effects and interactions in experimental design.

Least-squares Approximation Log in to Mediaspace to watch this video

Explains the concept of least-squares approximation and its computation in specific and general cases.

Paired Tests: Shoe Sole Experiment Log in to Mediaspace to watch this video

Explores paired tests using a shoe sole experiment, showing significant differences between materials A and B.

Fractional Factorial Design and Analysis Log in to Mediaspace to watch this video

Explores exploiting redundancies, confounding effects, and analyzing fractional factorials in experimental designs.

Fractional Factorial Example and Higher Order Equations Log in to Mediaspace to watch this video

Covers the design of a catapult experiment and higher order equations.

Multivariate Extremes: Applications and Dependence Log in to Mediaspace to watch this video

Explores multivariate extremes, including overwhelming sea defenses and heat waves.

Linear Regression: Basics and Applications Log in to Mediaspace to watch this video

Explores linear regression using the method of least squares to fit data points with the equation y = ax + b.

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