# Scientific Articles

## 2016

- STRNN: [Predicting the Next Location: A Recurrent Model with Spatial and Temporal Contexts](https://cdn.aaai.org/ojs/9971/9971-13-13499-1-2-20201228.pdf)
    ```tex
    @inproceedings{liu2016predicting,
      title={Predicting the next location: A recurrent model with spatial and temporal contexts},
      author={Liu, Qiang and Wu, Shu and Wang, Liang and Tan, Tieniu},
      booktitle={Proceedings of the AAAI conference on artificial intelligence},
      volume={30},
      number={1},
      year={2016}
    }
    ```

## 2017

- TULER: [Identifying Human Mobility via Trajectory Embeddings](https://www.ijcai.org/proceedings/2017/0234.pdf)
    ```tex
    @inproceedings{gao2017identifying,
      title={Identifying Human Mobility via Trajectory Embeddings.},
      author={Gao, Qiang and Zhou, Fan and Zhang, Kunpeng and Trajcevski, Goce and Luo, Xucheng and Zhang, Fengli},
      booktitle={IJCAI},
      volume={17},
      pages={1689--1695},
      year={2017}
    }
    ```

## 2018

- t2vec: [Deep representation learning for trajectory similarity computation](https://kaiqizhao.github.io/icde18-camera-ready.pdf)
    ```tex
    @inproceedings{li2018deep,
      title={Deep representation learning for trajectory similarity computation},
      author={Li, Xiucheng and Zhao, Kaiqi and Cong, Gao and Jensen, Christian S and Wei, Wei},
      booktitle={2018 IEEE 34th international conference on data engineering (ICDE)},
      pages={617--628},
      year={2018},
      organization={IEEE}
    }
    ```

- HST-LSTM: [HST-LSTM: A Hierarchical Spatial-Temporal Long-Short Term Memory Network for Location Prediction](https://www.ijcai.org/proceedings/2018/0324.pdf)
    ```tex
    @inproceedings{kong2018hst,
      title={HST-LSTM: A hierarchical spatial-temporal long-short term memory network for location prediction.},
      author={Kong, Dejiang and Wu, Fei},
      booktitle={Ijcai},
      volume={18},
      number={7},
      pages={2341--2347},
      year={2018}
    }
    ```

## 2020

- GMVSAE: [Online anomalous trajectory detection with deep generative sequence modeling](https://kaiqizhao.github.io/ICDE20_CR.pdf)
    ```tex
    @inproceedings{liu2020online,
      title={Online anomalous trajectory detection with deep generative sequence modeling},
      author={Liu, Yiding and Zhao, Kaiqi and Cong, Gao and Bao, Zhifeng},
      booktitle={2020 IEEE 36th International Conference on Data Engineering (ICDE)},
      pages={949--960},
      year={2020},
      organization={IEEE}
    }
    ```

- HIER: [Enabling Finer Grained Place Embeddings using Spatial Hierarchy from Human Mobility Trajectories](https://dl.acm.org/doi/pdf/10.1145/3397536.3422229), [arxiv full paper](https://arxiv.org/pdf/2002.02058)
    ```tex
    @inproceedings{shimizu2020enabling,
      title={Enabling finer grained place embeddings using spatial hierarchy from human mobility trajectories},
      author={Shimizu, Toru and Yabe, Takahiro and Tsubouchi, Kota},
      booktitle={Proceedings of the 28th International Conference on Advances in Geographic Information Systems},
      pages={187--190},
      year={2020}
    }
    ```

## 2021

- CTLE: [Pre-training context and time aware location embeddings from spatial-temporal trajectories for user next location prediction](https://ojs.aaai.org/index.php/AAAI/article/download/16548/16355)
    ```tex
    @inproceedings{lin2021pre,
      title={Pre-training context and time aware location embeddings from spatial-temporal trajectories for user next location prediction},
      author={Lin, Yan and Wan, Huaiyu and Guo, Shengnan and Lin, Youfang},
      booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},
      volume={35},
      number={5},
      pages={4241--4248},
      year={2021}
    }
    ```