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This volume contains detailed, worked-out notes of six main courses given at the Saint-Flour Summer Schools from 1985 to 1987.Large deviations and applications.- Applications of non-commutative fourier analysis to probability problems.- Random fields and diffusion processes.- Waves in one-dimensional random media.- Remarks on the point interaction approximation.- Geometric aspects of diffusions on manifolds.- Stochastic mechanics and random fields.