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wywyWang avatar wywyWang commented on August 19, 2024 1

Hi,

Thanks for the interest in our work.
We provide two rallies for case studies in this repo. We are also plan to release partial dataset in ShuttleNet repo.

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wywyWang avatar wywyWang commented on August 19, 2024 1

Hi,

aroundhead means the player hits the shot around-the-head. You can refer to this video for more details since it is too hard to explain in words. All of the dataset was manually labeled by domain experts.

If you have any questions, please feel free to ask me. Thanks for the interest again :)!

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wywyWang avatar wywyWang commented on August 19, 2024 1

P.S. In men's singles, hit around-the-head is not quite common than women's singles. It will be 1 if the shot is hit around-the-head.

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wywyWang avatar wywyWang commented on August 19, 2024 1

Are the dataset limited to only 2 of the same male players?

No, his opponents are not the same player. For example, the target player denoted as Player B may encounter C, D, E. These three players are denoted as Player A in our paper, which is his opponents.

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yongen9696 avatar yongen9696 commented on August 19, 2024

We provide two rallies for case studies in this repo.

May I know the column, aroundhead is empty due to what reason? and if possible, could you explain more about how is it obtained?
Thank you!

We are also plan to release partial dataset in ShuttleNet repo.

Great to hear this. Thanks!

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yongen9696 avatar yongen9696 commented on August 19, 2024

Great, thanks for the clarification!

Last question before closing this issue. In the paper:

We use one of the players (denoted as Player B, and his opponents, denoted as Player A) in our dataset as the target player to predict his rally performances. Specifically, his winning rallies are labeled as positive, while the remaining losing rallies are labeled as negative.

Are the dataset limited to only 2 of the same male players?

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yongen9696 avatar yongen9696 commented on August 19, 2024

For example, the target player denoted as Player B may encounter C, D, E. These three players are denoted as Player A in our paper, which is his opponents.

If I understand it right, this target player is always Player B? What are the criteria in selecting this target player? Would it affects your Bi- GRU if the whole dataset does not follow such order?

Another question, how do you guys handle the different lengths of rallies in your Bi-GRU. Maybe, I miss out on the paper, perhaps could you point out if it is written in the paper?

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wywyWang avatar wywyWang commented on August 19, 2024

If I understand it right, this target player is always Player B?

Yes.

What are the criteria in selecting this target player?

We collected the matches based on the specific player due to the cooperation. We have more matches now and the extended paper is under review now.

Would it affects your Bi- GRU if the whole dataset does not follow such order?

Sorry, I am not sure the meaning of this.

how do you guys handle the different lengths of rallies in your Bi-GRU

We pad all sequences to the max sequence length with zeros.

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yongen9696 avatar yongen9696 commented on August 19, 2024

Hi, sorry for the late response.

Would it affects your Bi- GRU if the whole dataset does not follow such order?

Sorry, I am not sure the meaning of this.

Let's say Player B does not stick to a specific player like what has been done in this published paper, would the Bi-GRU still perform with the same accuracy?

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wywyWang avatar wywyWang commented on August 19, 2024

Hi, sorry for the late reply.

Would the Bi-GRU still perform with the same accuracy?

Yes, according our extended results.

BTW, we have released one match as the public dataset. You can refer in ShuttleNet/data/

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yongen9696 avatar yongen9696 commented on August 19, 2024

BTW, we have released one match as the public dataset. You can refer in ShuttleNet/data/

whoa impressive. let me look into it, thanks!

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