Search Results for author: Yanan Fan

Found 6 papers, 3 papers with code

A Robust Site Selection Model under uncertainty for Special Hospital Wards in Hong Kong

no code implementations21 Jul 2023 Mohammad Heydari, Yanan Fan, Kin Keung Lai

Hence, computers as well as the chemical engineering [1069-1085] has been developed for considering uncertainty illustrated through a given probability distribution.

Scheduling

On the optimization and pruning for Bayesian deep learning

1 code implementation24 Oct 2022 Xiongwen Ke, Yanan Fan

The goal of Bayesian deep learning is to provide uncertainty quantification via the posterior distribution.

Uncertainty Quantification Variational Inference

Approximate Equivariance SO(3) Needlet Convolution

no code implementations17 Jun 2022 Kai Yi, Jialin Chen, Yu Guang Wang, Bingxin Zhou, Pietro Liò, Yanan Fan, Jan Hamann

This paper develops a rotation-invariant needlet convolution for rotation group SO(3) to distill multiscale information of spherical signals.

Quantum Chemistry Regression

CosmoVAE: Variational Autoencoder for CMB Image Inpainting

1 code implementation31 Jan 2020 Kai Yi, Yi Guo, Yanan Fan, Jan Hamann, Yu Guang Wang

The noise of the CMB map has a significant impact on the estimation precision for cosmological parameters.

Image Inpainting

Haar Graph Pooling

1 code implementation ICML 2020 Yu Guang Wang, Ming Li, Zheng Ma, Guido Montufar, Xiaosheng Zhuang, Yanan Fan

Deep Graph Neural Networks (GNNs) are useful models for graph classification and graph-based regression tasks.

General Classification Graph Classification +1

HaarPooling: Graph Pooling with Compressive Haar Basis

no code implementations25 Sep 2019 Yu Guang Wang, Ming Li, Zheng Ma, Guido Montufar, Xiaosheng Zhuang, Yanan Fan

The input of each pooling layer is transformed by the compressive Haar basis of the corresponding clustering.

Graph Classification

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