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02/14/2023
A Framework for Mediation Analysis with Massive Data
During the past few years, mediation analysis has gained increasing popu...
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02/05/2023
Efficient Adaptive Sobel and Joint Significance Tests for Mediation Effects
Mediation analysis is an important statistical tool in many research fie...
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10/11/2022
A Latent Logistic Regression Model with Graph Data
Recently, graph (network) data is an emerging research area in artificia...
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10/11/2022
Renewable Learning for Multiplicative Regression with Streaming Datasets
When large amounts of data continuously arrive in streams, online updati...
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10/10/2022
Approximating Partial Likelihood Estimators via Optimal Subsampling
With the growing availability of large-scale biomedical data, it is ofte...
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10/19/2021
Factorization Approach for Low-complexity Matrix Completion Problems: Exponential Number of Spurious Solutions and Failure of Gradient Methods
It is well-known that the Burer-Monteiro (B-M) factorization approach ca...
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06/10/2021