What types of model are the algo-traders using these days?
When these become publicly known and used, your system doesn't work any more because the prices now include whatever signal you had for yourself before.
e.g. If I have a good signal at predicting horizon 1 day, then it is in my interest to have many people trading it at horizon > 1 day, as they will push the price in my direction.