Statistical uncertainty quantification for machine learning models and training acceleration for graph neural networks

Xu, Tianning

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University of Illinois at Urbana-Champaign

Statistical uncertainty quantification for machine learning models and training acceleration for graph neural networks

dc:creator Xu, Tianning

thesis:degree_name Ph.D.

dc:date2024

Abstract

dc:description

Submission published under a 24 month embargo labeled 'U of I Access', the embargo will last until 2026-05-01

Degree

thesis:*

Name thesis:degree_name: Ph.D.
Level thesis:degree_level: Dissertation
Discipline thesis:degree_discipline: Statistics
Grantor: University of Illinois at Urbana-Champaign
Year dc:date: 2024

Author and committee

dc:creator, dc:contributor.*

Author dc:creator: Xu, Tianning
Contributors dc:contributor: Zhu, Ruoqing
Shao, Xiaofeng
Yang, Yun
Zhao, Sihai Dave

Subjects

dc:subject × 4

Rights

dc:rights

Language dc:language: en, eng

Identifiers

dc:identifier.*

Handle dc:identifier: https://hdl.handle.net/2142/124538
OAI identifier oai:identifier: oai:www.ideals.illinois.edu:2142/124538

Chain of custody

source

Harvested from: University of Illinois - Urbana-Champaign
Base URL: www.ideals.illinois.edu/oai-pmh
Last updated: 2026-07-22
Source record: OAI-PMH GetRecord

related terms

citation

Xu, Tianning. Statistical uncertainty quantification for machine learning models and training acceleration for graph neural networks. Dissertation thesis, University of Illinois at Urbana-Champaign, 2024. https://hdl.handle.net/2142/124538

Statistical uncertainty quantification for machine learning models and training acceleration for graph neural networks

Abstract

Degree

Author and committee

Subjects

Rights

Identifiers

Chain of custody

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