In this repository we provide code of the paper:
PATE: Property, Amenities, Traffic and Emotions Coming Together for Real Estate Price Prediction
Yaping Zhao, Ramgopal Ravi, Shuhui Shi, Zhongrui Wang, Edmund Y. Lam, Jichang Zhao
arxiv link: https://arxiv.org/abs/2209.05471
The H4M Dataset is released at: https://indigopurple.github.io/H4M/index.html
- For pre-requisites, run:
conda env create -f environment.yml
conda activate pate
- To reproduce the results and figures in the paper, run:
python main.py
- For further research, visit the website of H4M Dataset.
| Title | Paper | Code |
|---|---|---|
| House Price Prediction: A Multi-Source Data Fusion Perspective | Paper | Code |
| A Large-Scale Spatio-Temporal Multimodal Fusion Framework for Traffic Prediction | Paper | - |
| Large-Scale Traffic Congestion Prediction based on Multimodal Fusion and Representation Mapping | Paper | Code |
| PATE: Property, Amenities, Traffic and Emotions Coming Together for Real Estate Price Prediction | Paper | Code |
| H4M: Heterogeneous, Multi-source, Multi-modal, Multi-view and Multi-distributional Dataset for Socioeconomic Analytics in Case of Beijing | Paper | Code |
Cite our paper if you find it interesting!
@ARTICLE{zhao2024,
author={Zhao, Yaping and Zhao, Jichang and Lam, Edmund Y.},
journal={Big Data Mining and Analytics},
title={House Price Prediction: A Multi-Source Data Fusion Perspective},
year={2024},
keywords={price prediction;real estate;data mining;machine learning},
doi={10.26599/BDMA.2024.9020019}}
@inproceedings{zhao2022h4m,
title={{H4M}: Heterogeneous, Multi-source, Multi-modal, Multi-view and Multi-distributional Dataset for Socioeconomic Analytics in Case of Beijing},
author={Zhao, Yaping and Shi, Shuhui and Ravi, Ramgopal and Wang, Zhongrui and Lam, Edmund Y and Zhao, Jichang},
booktitle={IEEE International Conference on Data Science and Advanced Analytics},
year={2022},
organization={IEEE}
}
@inproceedings{zhao2022pate,
title={{PATE}: Property, Amenities, Traffic and Emotions Coming Together for Real Estate Price Prediction},
author={Zhao, Yaping and Ravi, Ramgopal and Shi, Shuhui and Wang, Zhongrui and Lam, Edmund Y and Zhao, Jichang},
booktitle={IEEE International Conference on Data Science and Advanced Analytics},
year={2022},
organization={IEEE}
}