Francis Bach just started a blog, and this is his first blog post if anyone is interested:

The “η-trick” or the effectiveness of reweighed least-squares

Optimizing a quadratic function is often considered “easy” as it is equivalent to solving a linear system, for which many algorithms exist. Thus, reformulating a non-quadratic optimization problem into a sequence of quadratic problems is a natural idea.