<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:content="http://purl.org/rss/1.0/modules/content/"><channel><title>Uncertainty Quantification on Siyuan Shen</title><link>https://siyuan-shen.github.io/tags/uncertainty-quantification/</link><description>Recent content in Uncertainty Quantification on Siyuan Shen</description><generator>Hugo -- 0.147.2</generator><language>en</language><lastBuildDate>Mon, 02 Feb 2026 00:00:00 +0000</lastBuildDate><atom:link href="https://siyuan-shen.github.io/tags/uncertainty-quantification/index.xml" rel="self" type="application/rss+xml"/><item><title>Enhancing Estimation of Fine Particulate Matter Chemical Composition across North America by Including Geophysical A Priori Information in Deep Learning with Uncertainty Quantification</title><link>https://siyuan-shen.github.io/research/north-america-pm25-composition-uncertainty/</link><pubDate>Mon, 02 Feb 2026 00:00:00 +0000</pubDate><guid>https://siyuan-shen.github.io/research/north-america-pm25-composition-uncertainty/</guid><description>Estimating PM₂.₅ chemical composition across North America with deep learning that incorporates geophysical a priori information, with uncertainty quantification.</description></item></channel></rss>