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Na Liu

2 papers indexed

arxivmath.STecon.EMstat.MEstat.ML2026-07-06

Stabilized Higher-Order Influence Functions: Statistical Theory of a Class of Bilinear Forms

Na Liu, Chang Li, Yujia Gu, Lin Liu

Higher-order influence functions, introduced in a series of articles (Robins et al., 2008, 2009a; van der Vaart, 2014; Robins et al., 2016, 2023; Liu et al., 2017), are a unified framework for constructing rate-optimal point estimates of a class of statistical functionals under v…

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crossrefMinerals2024-05-22Cited by 11

Investigating the Influence of Froth Image Attributes on Clean Coal Ash Content: A Novel Hybrid Model Employing Deep Learning and Computer Vision Techniques for Prediction Exploration

Fucheng Lu, Na Liu, Haizeng Liu

In froth flotation, one of the pivotal metrics employed to evaluate the flotation efficacy is the clean ash content, given its widely acknowledged status as a paramount gauge of coal quality. Leveraging deep learning and computer vision, our study achieved the dynamic recognition…

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