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An Ordinal Collaboration Network Model with Zero Truncated Poisson Latent Variables and Its Application (2025)
Journal Article
Yang, Q., Tian, Y.-Z., Zhang, Y.-J., Wang, Y., & Mian, Z. (2025). An Ordinal Collaboration Network Model with Zero Truncated Poisson Latent Variables and Its Application. Stat, 14(1), Article e70040. https://doi.org/10.1002/sta4.70040

Link prediction has traditionally been regarded as a binary classification problem, aiming to predict whether a link exists between two nodes in a given network. However, this binary framework fails to account for the cooperation intensity or the div... Read More about An Ordinal Collaboration Network Model with Zero Truncated Poisson Latent Variables and Its Application.

Sequence Outlier Detection and Application of Gated Recurrent Unit Autoencoder Gaussian Mixture Model Based on Various Loss Optimization (2025)
Journal Article
Xu, T., Tian, Y., Wu, C., & Mian, Z. (2025). Sequence Outlier Detection and Application of Gated Recurrent Unit Autoencoder Gaussian Mixture Model Based on Various Loss Optimization. Statistical Analysis and Data Mining, 18(1), Article e70001. https://doi.org/10.1002/sam.70001

In the era of big data, detecting outliers in time series data is crucial, particularly in fields such as finance and engineering. This article proposes a novel sequence outlier detection method based on the gated recurrent unit autoencoder with Gaus... Read More about Sequence Outlier Detection and Application of Gated Recurrent Unit Autoencoder Gaussian Mixture Model Based on Various Loss Optimization.

Analysis of the influencing factors of the trade potential between countries along the ‘Belt and Road’ and China: a study based on spatial panel data model (2025)
Journal Article
Zhang, F. L., Tian, Y., Lam, L. K., & Mian, Z. (online). Analysis of the influencing factors of the trade potential between countries along the ‘Belt and Road’ and China: a study based on spatial panel data model. Enterprise Information Systems, https://doi.org/10.1080/17517575.2024.2448315

In 2013, China launched a cooperative initiative to build the “Silk Road Economic Belt” and the “21st Century Maritime Silk Road”. Based on the data of import and export trade between 57 countries along the “Belt and Road” and China from 2010 to 2021... Read More about Analysis of the influencing factors of the trade potential between countries along the ‘Belt and Road’ and China: a study based on spatial panel data model.