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LibCity

LibCity: An Open Library for Urban Spatial-temporal Data Mining

LibCity is a unified, comprehensive, and extensible library for urban spatial-temporal prediction.

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new 11/04/2023: Our creative design ZongHeng based on LibCity won the first prize in the 9th China Graduate Contest on Smart-city Technology and Creative Design! Weixin

new08/24/2023: We published a paper titled Unified Data Management and Comprehensive Performance Evaluation for Urban Spatial-Temporal Prediction [Experiment, Analysis & Benchmark], including (1) a Unified Storage Format for urban spatial-temporal data, (2) a Technical Development Roadmap for urban spatial-temporal prediction models, (3) Extensive Experiments and Performance Evaluation using 18 models and 20 datasets. [Paper].

new06/20/2023: We released the Beijing trajectory dataset collected in November 2015, including 1018312 trajectories. We obtained the corresponding road network data from OpenStreetMap and preprocessed the trajectory data to get the Beijing trajectory dataset matched to the road network, and we believed that this dataset could promote the development of urban trajectory mining tasks. Please refer to this link to obtain it and ensure that this data is used for research purposes only.

new06/04/2023: LibCity won the second prize in the 3rd China Science Open Source Software Creativity Competition! Weixin

new04/27/2023: We published a full paper titled LibCity: A Unified Library Towards Efficient and Comprehensive Urban Spatial-Temporal Prediction, which provides more details of LibCity. [Paper].

new 11/19/2022: Our self-attention-based traffic flow prediction model PDFormer developed on LibCity was accepted by AAAI2023, please check this link for more details.

new 08/05/2022: We develop a web-based experiment platform for the LibCity, which allows users to complete the experiments in a visual interface. The link to the code repository is here. Some introduction (in Chinese): Weixin, Zhihu.

Pinned

  1. Bigscity-LibCity Bigscity-LibCity Public

    LibCity: An Open Library for Urban Spatial-temporal Data Mining

    Python 832 151

  2. Bigscity-LibCity-WebTool Bigscity-LibCity-WebTool Public

    LibCity Experiment Management and Visualization Web Tool

    Python 67 7

  3. Bigscity-LibCity-Datasets Bigscity-LibCity-Datasets Public

    Traffic data processing tools in LibCity

    Python 169 20

  4. Bigscity-LibCity-PaperList Bigscity-LibCity-PaperList Public

    Paper list in traffic prediction field

    199 23

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