Modeling when the response variable has too many 0's and few continuous values?
How about


Ordinary Least Square (OLS) regression? Since you have a class imbalance, you might want to combine that with boosting algorithms.
If you have a function to quantify the cost involved with FP's and FN's, use any optimization technique you can find. My favorite is genetic algorithms. You may also try linear programming.