Search Results for author: Yuqing Hu

Found 9 papers, 4 papers with code

An activity-based spatial-temporal community electricity vulnerability assessment framework

no code implementations13 Dec 2022 Chen Xia, Yuqing Hu, Jianli Chen

This paper aims to present an assessment framework of spatial-temporal electricity vulnerability to support the building of community resilience against power outages.


Community Time-Activity Trajectory Modelling based on Markov Chain Simulation and Dirichlet Regression

no code implementations13 Dec 2022 Chen Xia, Yuqing Hu, Jianli Chen

Specifically, 1) Diversity and median age both have a significant influence on the proportion of time people assign to education activity.

regression Trajectory Modeling

Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification

no code implementations18 Sep 2022 Yuqing Hu, Stéphane Pateux, Vincent Gripon

Transductive Few-Shot learning has gained increased attention nowadays considering the cost of data annotations along with the increased accuracy provided by unlabelled samples in the domain of few shot.

Bayesian Inference Clustering +4

EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients

2 code implementations24 Jan 2022 Yassir Bendou, Yuqing Hu, Raphael Lafargue, Giulia Lioi, Bastien Pasdeloup, Stéphane Pateux, Vincent Gripon

Few-shot learning aims at leveraging knowledge learned by one or more deep learning models, in order to obtain good classification performance on new problems, where only a few labeled samples per class are available.

Few-Shot Image Classification Few-Shot Learning

Times Series Forecasting for Urban Building Energy Consumption Based on Graph Convolutional Network

no code implementations27 May 2021 Yuqing Hu, Xiaoyuan Cheng, Suhang Wang, Jianli Chen, Tianxiang Zhao, Enyan Dai

After discussion, it is found that data-driven models integrated engineering or physical knowledge can significantly improve the urban building energy simulation.

Time Series Analysis

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