Eigenvalue problems involve determining the scalar eigenvalues and corresponding eigenvectors of a matrix, which reveal important properties such as stability and resonance in physical systems. These problems are fundamental in various fields, including quantum mechanics, vibration analysis, and principal component analysis in statistics.