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20142026
most citedThe Kolmogorov Superposition Theorem can Break the Curse of Dimensionality When Approximating High Dimensional Functions

11 citations · 20 across the 13 of their papers we have counts for

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Showing 2024Show all

3 papers · 1 filter

cs.CV2024

Local Clustering for Lung Cancer Image Classification via Sparse Solution Technique

Jackson Hamel, Ming-Jun Lai, Zhaiming Shen +1

In this work, we propose to use a local clustering approach based on the sparse solution technique to study the medical image, especially the lung cancer image classification task.…

cs.LG2024★ 1 cited

Tree-based Ensemble Learning for Out-of-distribution Detection

Zhaiming Shen, Menglun Wang, Guang Cheng +5

Being able to successfully determine whether the testing samples has similar distribution as the training samples is a fundamental question to address before we can safely deploy m…

math.NA2024

The Optimal Linear B-splines Approximation via Kolmogorov Superposition Theorem and its Application

Ming-Jun Lai, Zhaiming Shen

We propose a new approach for approximating functions in via Kolmogorov superposition theorem (KST) based on the linear spline interpolation of the outer function in t…