Code for "Score Matching for Estimating Finite Point Processes"

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Dataset

Download the dataset from:
https://drive.google.com/drive/folders/1J6jLIxNn5LRQCghv24wzOGHWZ6V0_0Jr?usp=sharing

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Reproducing Results

Table 3

To reproduce Table 3 in our paper, go to scripts/table and run, for example:

bash run.sh --seeds 1,2,3 --dataset "Earthquake" --estimator "wsm"

Figure 2 To reproduce Figure 2, go to scripts/figure and run:

bash Hawkes2_figure.sh

Figure 3 To reproduce Figure 3, go to scripts/figure and run:

bash Earthquake_figure.sh

For experiment on temporal datasets using THP and SAHP, access this repo https://github.com/KenCao2007/WSM_TPP.git and refer to the branch "new-1".

Citation

If you find this code useful in your research, please consider citing our paper.

Acknowledgements

This repository is built on top of the SMASH codebase. We also adapt plotting and synthetic data generation code from AutoInt and NSTPP.