Chapter 1. Introduction.- Chapter 2. Sparse Linear Model.- Chapter 3. Blind Demixing.- Chapter 4. Sparse Blind Demixing.- Chapter 5. Shuffled Linear Regression.- Chapter 6. Learning Augmented Methods.- Chapter 7. Conclusions and Discussions.- Chapter 8. Appendix.