Introduction to model parameter estimation, forward modelling, and data inversion methods in geophysics and related fields. Topics include: discrete linear inverse problems, linear regression and least-squares solutions, maximum likelihood methods, singular value decomposition, uniqueness and accuracy, ill-conditioning and regularization, Bayesian formulation of inverse problems, non-linear regression and non-linear inverse problems.
Introduction to model parameter estimation, forward modelling, and data inversion methods in geophysics and related fields. Topics include: discrete linear inverse problems, linear regression and least-squares solutions, maximum likelihood methods, singular value decomposition, uniqueness and accuracy, ill-conditioning and regularization, Bayesian formulation of inverse problems, non-linear regression and non-linear inverse problems.
