Update README.md

README.md

@@ -104,11 +104,11 @@ and evaluate these in Matlab, then, you will see the following picture:
 
 ![nyc_data_completeness](https://github.com/xinychen/academic-drawing/blob/master/time-series/nyc_data_completeness.png)
 
-Our publications
+Our Publications
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-  - Xinyu Chen, Zhaocheng He, Jiawei Wang, 2018. [*Spatial-temporal traffic speed patterns discovery and incomplete data recovery via SVD-combined tensor decomposition*](https://doi.org/10.1016/j.trc.2017.10.023). Transportation Research Part C: Emerging Technologies, 86: 59-77.
+- **Xinyu Chen**, Zhaocheng He, Yixian Chen, Yuhuan Lu, Jiawei Wang (2019). **Missing traffic data imputation and pattern discovery with a Bayesian augmented tensor factorization model**. Transportation Research Part C: Emerging Technologies, 104: 66-77. [[preprint](https://xinychen.github.io/paper/BATF.pdf)] [[doi](https://doi.org/10.1016/j.trc.2019.03.003)] [[slide](https://doi.org/10.5281/zenodo.2632552)] [[data](http://doi.org/10.5281/zenodo.1205229)] [[Matlab code](https://github.com/sysuits/BATF)]
 
-  - Xinyu Chen, Zhaocheng He, Lijun Sun, 2019. [*A Bayesian tensor decomposition approach for spatiotemporal traffic data imputation*](https://doi.org/10.1016/j.trc.2018.11.003). Transportation Research Part C: Emerging Technologies, 98: 73-84. [[Matlab code](https://github.com/lijunsun/bgcp_imputation)]
+- **Xinyu Chen**, Zhaocheng He, Lijun Sun (2019). **A Bayesian tensor decomposition approach for spatiotemporal traffic data imputation**. Transportation Research Part C: Emerging Technologies, 98: 73-84. [[preprint](https://www.researchgate.net/publication/329177786_A_Bayesian_tensor_decomposition_approach_for_spatiotemporal_traffic_data_imputation)] [[doi](https://doi.org/10.1016/j.trc.2018.11.003)] [[data](http://doi.org/10.5281/zenodo.1205229)] [[Matlab code](https://github.com/lijunsun/bgcp_imputation)] [[Python code](https://github.com/xinychen/transdim/blob/master/experiments/Imputation-BGCP.ipynb)]
 
-  >Please consider citing our papers if they help your research.
+  > Please consider citing our papers if you find these codes help your research.