Continuous Trajectory Generation Based on Two-Stage GAN, AAAI 2023.
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ts-trajgen's Introduction
Hi, I'm Wenjun Jiang 👋
🔭 I am a graduate student at the School of Computer Science and Engineering, Beihang University, Beijing, China (UTC+8).
🌱 My current research interests primarily focus on spatio-temporal data mining and reinforcement learning, with a goal of simulating real-world human mobility.
❤️ Our paper titled Continuous Trajectory Generation Based on Two-Stage GAN has been accepted for the 37th AAAI Conference on Artificial Intelligence AAAI 2023 conference (CCF A), (Acceptance rate is 19.6%). Paper, Code.
💪 I am one of the founding members of the LibCity open-source project, a comprehensive library of deep learning algorithms for spatio-temporal prediction in urban environments. Our goal is to facilitate the development and credible evaluation of deep learning algorithms of spatio-temporal prediction in urban cities, including traffic speed, trajectory location, and on-demand service. Our team published a demo paper on the project at ACM SIGSPATIAL 2021. Welcome to our Repository, Paper, and HomePage for more details.
⚡ Welcome to check out my Zhihu Homepage, learn more about my interests and expertise. These Articles are written in Chinese.
Hi, thank you for sharing your codes! Could you please share how to get or generate od_distinct_route.json files? They are used in train_gan.py and train_region_gan.py
Can you kindly provide this file? 'tmppartition50' . It is used in "construct_traffic_zone_relation.py", but is missed now.
Also, the class and function "tarjan.tarjan" is missed.
Why don't you provide sample data in the code hub? It would be much easier for us to transfer this model to our work.
Hi, thanks for sharing your codes! Could you please share how to calculate the metrics (The metric definition is in the appendix but the available paper lacks of the appendix) ? Or could you please offer the evaluation.py?
Hello @WenMellors, Thank you for the detailed guidance.
I am following your instructions to run the model based on BJ_Taxi dataset. But when I ran the construct_region_dist.py, there was one file named "xianshi_partA_traj_mm_processed.csv", but did not show where it comes from. I could not use it as a reference to deal with the BJ_Taxi dataset.
May I have your help to explain where this CSV file is from please? Thank you so much!
I appreciate your paper and the clean style codes, but I haven't find any dataset on this github repository. Could you please put them on the repository too if convenient ? Thanks a lot !
Hello @WenMellors, thank you and your colleagues for your efforts in creating this well-crafted repository. While reviewing the code, I noticed there are a few datasets, including some .json files, that are currently inaccessible. I understand the potential privacy considerations associated with this. However, this has made it a bit challenging for me to replicate the project completely.
Would it be possible to provide a few sample data or an outline of the data structure? This would greatly assist in understanding how to organize our own data effectively. Sharing such insights would undoubtedly benefit the community and enhance the impact of your work.
Thank you for opening and maintaining this project.
I want to reference your paper and reproduce your experimental results. However, I find that the region-level files for pretraining (eg. 201511_region_pretrain_input_train.csv) cannot be found. May I ask if they are consistent with the content of road-level files for pretraining (eg. bj_taxi_pretrain_input_train.csv), or are they processed data obtained through some type of mapping?
Thank you very much for your answer. I will continue to pay attention to your work!
Hello @WenMellors, first of all I'd like to thank you (and your colleagues) for the hard work put into this library.
In the codes of the library, I found that the majority part is for the Xian's dataset to generate different prerequired files. May I ask if I can have the access to the Xian's datset by any chance? I checked the LibCity library and it showed that "Please contact the author" for the Xian trajectory dataset.