MONOPOLY: Learning to Price Public Facilities for Revaluing Private Properties with Large-Scale Urban Data

no code implementations • 27 Nov 2024 • Miao Fan, Jizhou Huang, An Zhuo, Ying Li, Ping Li, Haifeng Wang

We have conducted extensive experiments with the large-scale urban data of several metropolises in China.

ERNIE-GeoL: A Geography-and-Language Pre-trained Model and its Applications in Baidu Maps

no code implementations • 17 Mar 2022 • Jizhou Huang, Haifeng Wang, Yibo Sun, Yunsheng Shi, Zhengjie Huang, An Zhuo, Shikun Feng

One of the main reasons for this plateau is the lack of readily available geographic knowledge in generic PTMs.

C-Watcher: A Framework for Early Detection of High-Risk Neighborhoods Ahead of COVID-19 Outbreak

no code implementations • 22 Dec 2020 • Congxi Xiao, Jingbo Zhou, Jizhou Huang, An Zhuo, Ji Liu, Haoyi Xiong, Dejing Dou

Furthermore, to transfer the firsthand knowledge (witted in epicenters) to the target city before local outbreaks, we adopt a novel adversarial encoder framework to learn "city-invariant" representations from the mobility-related features for precise early detection of high-risk neighborhoods, even before any confirmed cases known, in the target city.

Quantifying the Economic Impact of COVID-19 in Mainland China Using Human Mobility Data

no code implementations • 6 May 2020 • Jizhou Huang, Haifeng Wang, Haoyi Xiong, Miao Fan, An Zhuo, Ying Li, Dejing Dou

While these strategies have effectively dealt with the critical situations of outbreaks, the combination of the pandemic and mobility controls has slowed China's economic growth, resulting in the first quarterly decline of Gross Domestic Product (GDP) since GDP began to be calculated, in 1992.