Re:Using Reinforcement Learning in the Algorithmic Trading P...
by traK6Dcm on Wednesday April 29, 2020 @04:19PM
(#23023728)
I don't claim that all the science that isn't actively being applied yet is BS, but this kind of science typically happens within trading firms, tested on real-world data, and is not being published on arXiv.
As a side note, what this specific paper here did is neither novel not innovative, so it's very fair to criticize it. A3C is 4 years old, and they just take it and run it on some data. It's like downloading a convnet and running it on MNIST. There have been hundreds of papers on RL + Trading. I see them in my arXiv emails every other day and they all do the same thing.
Re:Using Reinforcement Learning in the Algorithmic Trading P...
by solidasparagus on Wednesday April 29, 2020 @04:29PM
(#23023859)
I was referring to these statements:
> This paper, just like pretty much any academic paper on the subject, ends with a backtest on historical data, not a real system
> Whenever you see a paper ending with a backtest you can already assume it's BS.
I think this is a little unfair. I've seen high-quality papers from phD students who then get hired by financial firms and were apparently very successful. Every good real-world AI system requires both good engineering and good science and it's disingenuous to suggest that all science that isn't actively being applied yet is BS.