TY - BOOK AU - Unser,Michael AU - Tafti,Pouya D. TI - Introduction to sparse stochastic processes SN - 9781107058545 (hardback) U1 - 519.23 23 PY - 2014/// CY - Cambridge PB - Cambridge University Press KW - Stochastic differential equations KW - Random fields KW - Gaussian processes N1 - Includes bibliographical references and index; 1. Introduction; 2. Roadmap to the book; 3. Mathematical context and background; 4. Continuous-domain innovation models; 5. Operators and their inverses; 6. Splines and wavelets; 7. Sparse stochastic processes; 8. Sparse representations; 9. Infinite divisibility and transform-domain statistics; 10. Recovery of sparse signals; 11. Wavelet-domain methods; 12. Conclusion; Appendix A. Singular integrals; Appendix B. Positive definiteness; Appendix C. Special functions; References; Index N2 - A detailed guide to sparsity, providing a description of their transform-domain statistics and applying the models to practical algorithms ER -