Search Results for author: Shiqi Gong

Found 4 papers, 1 papers with code

Optimal Market Making in the Chinese Stock Market: A Stochastic Control and Scenario Analysis

no code implementations5 Jun 2023 Shiqi Gong, Shuaiqiang Liu, Danny D. Sun

Furthermore, we find that the stamp duty rate is a critical factor in market making, with a negative impact on both the profit of the market maker and the liquidity of the market.

Neural Operator with Regularity Structure for Modeling Dynamics Driven by SPDEs

1 code implementation13 Apr 2022 Peiyan Hu, Qi Meng, Bingguang Chen, Shiqi Gong, Yue Wang, Wei Chen, Rongchan Zhu, Zhi-Ming Ma, Tie-Yan Liu

Stochastic partial differential equations (SPDEs) are significant tools for modeling dynamics in many areas including atmospheric sciences and physics.

Incorporating NODE with Pre-trained Neural Differential Operator for Learning Dynamics

no code implementations8 Jun 2021 Shiqi Gong, Qi Meng, Yue Wang, Lijun Wu, Wei Chen, Zhi-Ming Ma, Tie-Yan Liu

In this paper, to reduce the reliance on the numerical solver, we propose to enhance the supervised signal in the training of NODE.

Dynamic of Stochastic Gradient Descent with State-Dependent Noise

no code implementations24 Jun 2020 Qi Meng, Shiqi Gong, Wei Chen, Zhi-Ming Ma, Tie-Yan Liu

Specifically, we show that the covariance of the noise of SGD in the local region of the local minima is a quadratic function of the state.

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