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NeurIPS2018 train test not matching

Open charliedream1 opened this issue 3 years ago • 4 comments

turbulence_threshold and risk_indicator_col are used during backtest, however, not used in training, will it causing unmatching problem?

charliedream1 avatar Mar 21 '23 23:03 charliedream1

We believe that a trader may NOT direct follow the agent's trading signal, instead, it may perform some kind of risk control.
An agent may not be able to deal with any kind of market situation, like a market crush, that has not been seen in the training data. It depends on your settings.

YangletLiu avatar Mar 27 '23 04:03 YangletLiu

thx,I see now,so we still need to combine model with man-made rules to make a better strategy

---Original--- From: "Xiao-Yang @.> Date: Mon, Mar 27, 2023 12:50 PM To: @.>; Cc: "Optimus @.@.>; Subject: Re: [AI4Finance-Foundation/FinRL-Tutorials] NeurIPS2018 train testnot matching (Issue #50)

We believe that a trader may NOT direct follow the agent's trading signal, instead, it may perform some kind of risk control. An agent may not be able to deal with any kind of market situation, like a market crush, that has not been seen in the training data. It depends on your settings.

— Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you authored the thread.Message ID: @.***>

charliedream1 avatar Mar 27 '23 04:03 charliedream1

thx,I see now,so we still need to combine model with man-made rules to make a better strategy ---Original--- From: "Xiao-Yang @.> Date: Mon, Mar 27, 2023 12:50 PM To: @.>; Cc: "Optimus @.@.>; Subject: Re: [AI4Finance-Foundation/FinRL-Tutorials] NeurIPS2018 train testnot matching (Issue #50) We believe that a trader may NOT direct follow the agent's trading signal, instead, it may perform some kind of risk control. An agent may not be able to deal with any kind of market situation, like a market crush, that has not been seen in the training data. It depends on your settings. — Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you authored the thread.Message ID: @.***>

Yes. Deep learning and reinforcement learning may provide new methods that do not overlap with existing strategies, worth exploring.

YangletLiu avatar Mar 27 '23 04:03 YangletLiu

thx for reply

---Original--- From: "Xiao-Yang @.> Date: Mon, Mar 27, 2023 12:58 PM To: @.>; Cc: "Optimus @.@.>; Subject: Re: [AI4Finance-Foundation/FinRL-Tutorials] NeurIPS2018 train testnot matching (Issue #50)

thx,I see now,so we still need to combine model with man-made rules to make a better strategy … ---Original--- From: "Xiao-Yang @.> Date: Mon, Mar 27, 2023 12:50 PM To: @.>; Cc: "Optimus @.@.>; Subject: Re: [AI4Finance-Foundation/FinRL-Tutorials] NeurIPS2018 train testnot matching (Issue #50) We believe that a trader may NOT direct follow the agent's trading signal, instead, it may perform some kind of risk control. An agent may not be able to deal with any kind of market situation, like a market crush, that has not been seen in the training data. It depends on your settings. — Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you authored the thread.Message ID: @.***>

Yes. Deep learning and reinforcement learning may provide new methods that do not overlap with existing strategies, worth exploring.

— Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you authored the thread.Message ID: @.***>

charliedream1 avatar Mar 27 '23 05:03 charliedream1