Selected Publication:

-----------------------------------------------------------------

 

@inproceedings{Zhang2019MetaPred,

 author = {Zhang, Xi Sheryl and Tang, Fengyi and Dodge, Hiroko H. and Zhou, Jiayu and Wang, Fei},

 title = {MetaPred: Meta-Learning for Clinical Risk Prediction with Limited Patient Electronic Health Records},

 booktitle = {Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery \& Data Mining},

 series = {KDD '19},

 year = {2019},

 pages = {2487--2495},

 numpages = {9},

 publisher = {ACM},

}

 

@article{zhang2019data,

title={Data-Driven Subtyping of Parkinson’s Disease Using Longitudinal Clinical Records: A Cohort Study},

author={Zhang, Xi and Chou, Jingyuan and Liang, Jian and Xiao, Cao and Zhao, Yize and Sarva, Harini and Henchcliffe, Claire and Wang, Fei},

journal={Scientific reports},

volume={9},

number={1},

pages={797},

year={2019},

publisher={Nature Publishing Group}

}

‚Äč

@inproceedings{zhang2018integrative,

  title={Integrative Analysis of Patient Health Records and Neuroimages via Memory-based Graph Convolutional Network},

  author={Zhang, Xi and Chou, Jingyuan and Wang, Fei},

  booktitle={2018 IEEE International Conference on Data Mining (ICDM)},

  pages={767--776},

  year={2018},

  organization={IEEE}

}

 

 

@inproceedings{zhang2018multi,

  title={Multi-view graph convolutional network and its applications on neuroimage analysis for parkinson’s disease},

  author={Zhang, Xi and He, Lifang and Chen, Kun and Luo, Yuan and Zhou, Jiayu and Wang, Fei},

  booktitle={AMIA Annual Symposium Proceedings},

  volume={2018},

  pages={1147},

  year={2018},

  organization={American Medical Informatics Association}

}

 

 

@article{zhang2018multi,

  title={Multi-view Ensemble Classification for Clinically Actionable Genetic Mutations},

  author={Zhang, Xi and Chen, Dandi and Zhu, Yongjun and Che, Chao and Su, Chang and Zhao, Sendong and Min, Xu and Wang, Fei},

  journal={The NIPS'17 Competition: Building Intelligent Systems},

  pages={79},

  year={2018},

  publisher={Springer}

}

 

@inproceedings{baytas2017patient,
  title={Patient subtyping via time-aware LSTM networks},
  author={Baytas, Inci M and Xiao, Cao and Zhang, Xi and Wang, Fei and Jain, Anil K and Zhou, Jiayu},
  booktitle={Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining},
  pages={65--74},
  year={2017},
  organization={ACM}
}

 

@article{liu2016domain,
  title={Domain-sensitive recommendation with user-item subgroup analysis},
  author={Liu, Jing and Jiang, Yu and Li, Zechao and Zhang, Xi and Lu, Hanqing},
  journal={IEEE Transactions on Knowledge and Data Engineering},
  volume={28},
  number={4},
  pages={939--950},
  year={2016},
  publisher={IEEE}
}

 

@inproceedings{zhang2015personalization,

title={When Personalization Meets Conformity: Collective Similarity based Multi-Domain Recommendation},

author={Zhang, Xi and Cheng, Jian and Qiu, Shuang and Zhu, Zhenfeng and Lu, Hanqing},

booktitle={Proceedings of the 38th International ACM SIGIR Conference on Research and Development in Information Retrieval},

pages={1019--1022},

year={2015},

organization={ACM}

}

 

@article{yuan2015friends,
  title={How friends affect user behaviors? An exploration of social relation analysis for recommendation},
  author={Yuan, Ting and Cheng, Jian and Zhang, Xi and Liu, Qingshan and Lu, Hanqing},
  journal={Knowledge-Based Systems},
  volume={88},
  pages={70--84},
  year={2015},
  publisher={Elsevier}
}

 

@article{zhang2015dualds,
  title={Dualds: A dual discriminative rating elicitation framework for cold start recommendation},
  author={Zhang, Xi and Cheng, Jian and Qiu, Shuang and Zhu, Guibo and Lu, Hanqing},
  journal={Knowledge-Based Systems},
  volume={73},
  pages={161--172},
  year={2015},
  publisher={Elsevier}
}

 

@inproceedings{leng2015hashing,
  title={Hashing for distributed data},
  author={Leng, Cong and Wu, Jiaxiang and Cheng, Jian and Zhang, Xi and Lu, Hanqing},
  booktitle={International Conference on Machine Learning},
  pages={1642--1650},
  year={2015}
}

 

@inproceedings{yuan2014recommendation,
  title={Recommendation by Mining Multiple User Behaviors with Group Sparsity.},
  author={Yuan, Ting and Cheng, Jian and Zhang, Xi and Qiu, Shuang and Lu, Hanqing and others},
  booktitle={AAAI},
  pages={222--228},
  year={2014}
}

 

@inproceedings{zhang2013semi,

title={Semi-supervised discriminative preference elicitation for cold-start recommendation},

author={Zhang, Xi and Cheng, Jian and Yuan, Ting and Niu, Biao and Lu, Hanqing},

booktitle={Proceedings of the 22nd ACM international conference on Conference on information \& knowledge management},

pages={1813--1816},

year={2013},

organization={ACM}

}

 

@inproceedings{zhang2013toprec,
  title={TopRec: domain-specific recommendation through community topic mining in social network},
  author={Zhang, Xi and Cheng, Jian and Yuan, Ting and Niu, Biao and Lu, Hanqing},
  booktitle={Proceedings of the 22nd international conference on World Wide Web},
  pages={1501--1510},
  year={2013},
  organization={ACM}
}