1. Introduction

2. Theoretical background
2.1. Iterative M-estimation and SGD methods
2.3. The Horvitz-Thompson estimator

3. Horvitz-Thompson gradient descent

4. Main results

5. Illustrative numerical experiments

6. Conclusion