Introduction. 1. Basic Probabilistic Notions. 2. From Brownian Motion to Diffusions. 3. Waves. 4. Waves and Brownian Motions. 5. Waves and Diffusions. 6. Asymptotic Expansions. 7. Transmutation Operations. 8. More Connections. 9. Applications. Subject Index.