Ill-conditioned systems refer to mathematical problems where small changes in input can lead to large changes in output, making them sensitive to numerical errors. This sensitivity can create difficulties in obtaining accurate solutions, especially when approximating solutions through methods like least squares. In the context of least squares approximation, these systems can arise when the design matrix has high collinearity or near-linear dependence among its columns.
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