no code implementations • 10 Jul 2023 • Tsai Hor Chan, Chi Ho Wong, Jiajun Shen, Guosheng Yin
Heterogeneous information networks (HINs) have been extensively applied to real-world tasks, such as recommendation systems, social networks, and citation networks.
1 code implementation • CVPR 2023 • Tsai Hor Chan, Fernando Julio Cendra, Lan Ma, Guosheng Yin, Lequan Yu
We propose a novel heterogeneous graph-based framework to leverage the inter-relationships among different types of nuclei for WSI analysis.
no code implementations • 29 Mar 2023 • Min Hu, Zhizhong Tan, Bin Liu, Guosheng Yin
This study aims to address the challenges of futures price prediction in high-frequency trading (HFT) by proposing a continuous learning factor predictor based on graph neural networks.
no code implementations • 14 Oct 2021 • Zhuo Tan, Bin Liu, Guosheng Yin
We define an incoming embedding and an outgoing embedding for each node to model its sending and receiving features respectively.
no code implementations • 24 Feb 2021 • Hengtao Zhang, Guosheng Yin, Donald B. Rubin
Mahalanobis distance between treatment group and control group covariate means is often adopted as a balance criterion when implementing a rerandomization strategy.
Methodology
no code implementations • 1 Feb 2021 • Huaqing Jin, Guosheng Yin
By applying our UIP methods to phase III clinical trials for investigating the efficacy of memantine in Alzheimer's disease, we illustrate its ability of adaptively borrowing information from multiple historical datasets in the real application.
Methodology
no code implementations • 1 Jan 2021 • Chen Liu, Jinze Cui, Dailin Gan, Guosheng Yin
Our method, combining GCNs and distance aware pooling, can integrate the information from all slices in the chest CT scans for optimal decision making, which leads to the state-of-the-art accuracy in the COVID-19 diagnosis and prognosis.
no code implementations • COLING 2020 • Bin Liu, Liang Wang, Guosheng Yin
Similar to the Bi-LSTM, these n-gram detectors learn both forward and backward distributional semantic knowledge from the sentence tensor.
no code implementations • 10 Jul 2020 • Chen Liu, Jiaqi Fan, Guosheng Yin
Image dehazing without paired haze-free images is of immense importance, as acquiring paired images often entails significant cost.
no code implementations • 11 Nov 2019 • Bin Liu, Guosheng Yin, Wenbin Du
The first two dimensions of the convolutional kernel size equal the size of the word image and the last dimension of the kernel size is $n$.
no code implementations • 2 Jun 2019 • Yehong Liu, Guosheng Yin
We propose a differentiable nonparametric algorithm, the Delaunay triangulation learner (DTL), to solve the functional approximation problem on the basis of a $p$-dimensional feature space.
no code implementations • 20 Feb 2019 • Aijun Zhang, Hengtao Zhang, Guosheng Yin
Iterative Hessian sketch (IHS) is an effective sketching method for modeling large-scale data.
no code implementations • NeurIPS 2018 • Fei Jiang, Guosheng Yin, Francesca Dominici
Based on non-local prior distributions, we propose a Bayesian model selection (BMS) procedure for boundary detection in a sequence of data with multiple systematic mean changes.
no code implementations • 30 Aug 2018 • Fei Jiang, Guosheng Yin
We implement the Bayesian detector in the motion blurred drone images, in which the detector successfully identifies the hail damages on the rough surface and substantially enhances the accuracy of the entire defect detection pipeline.