I tried analysing data using persistent homology. What is not obvious, although they do admit it in one line of every paper, is that is it susceptible to noise :( So it has to go in the bin even though I really want to know what my manifolds look like!
KXEN does some interesting things with assuming that what the data approximates is (I think) the solution set to a quadratic equation, rather than a linear one.