Research Staff

Tingyi Wanyan

Visiting Research Associate

Bio

Tingyi Wanyan, BS is a PhD student in Artificial Intelligence from Indiana University co-mentored by Ariful Azad, PhD and Ying Ding, PhD (University of Texas at Austin). He is a visiting PhD student in the Ben Glicksberg Lab at the Icahn School of Medicine at Mount Sinai. He is interested in research involving AI implemented in clinical care, especially regarding integrating various modalities of clinical data via representation learning through Heterogeneous Knowledge Graph models. He specializes in integrating various data types such as Electronic Health Records, medical images, clinical notes, and so on.

Bio

Tingyi Wanyan, BS is a PhD student in Artificial Intelligence from Indiana University co-mentored by Ariful Azad, PhD and Ying Ding, PhD (University of Texas at Austin). He is a visiting PhD student in the Ben Glicksberg Lab at the Icahn School of Medicine at Mount Sinai. He is interested in research involving AI implemented in clinical care, especially regarding integrating various modalities of clinical data via representation learning through Heterogeneous Knowledge Graph models. He specializes in integrating various data types such as Electronic Health Records, medical images, clinical notes, and so on.

Publications

March, 2021

Relational Learning Improves Prediction of Mortality in COVID-19 in the Intensive Care Unit

Journal | IEEE Transactions on Big Data

HPI·MS Authors

Tingyi Wanyan

Akhil Vaid

Jessica De Freitas

Girish Nadkarni

Benjamin Glicksberg

5 HPI•MS authors

Full list of authors

Tingyi Wanyan, Akhil Vaid, Jessica K De Freitas, Sulaiman Somani, Riccardo Miotto, Girish N Nadkarni, Ariful Azad, Ying Ding, Benjamin S Glicksberg

Journal

IEEE Transactions on Big Data

Open Publication

January, 2021

Federated Learning of Electronic Health Records to Improve Mortality Prediction in Hospitalized Patients With COVID-19: Machine Learning Approach

Journal | JMIR Med Inform

HPI·MS Authors

Akhil Vaid

Jessica De Freitas

Tingyi Wanyan

Mesude Bicak

Alex Charney

Erwin Bottinger

Zahi Fayad

Girish Nadkarni

Benjamin Glicksberg

9 HPI•MS authors

Full list of authors

Akhil Vaid, Suraj K Jaladanki, Jie Xu, Shelly Teng, Arvind Kumar, Samuel Lee, Sulaiman Somani, Ishan Paranjpe, Jessica K De Freitas, Tingyi Wanyan, Kipp W Johnson, Mesude Bicak, Eyal Klang, Young Joon Kwon, Anthony Costa, Shan Zhao, Riccardo Miotto, Alexander W Charney, Erwin Böttinger, Zahi A Fayad, Girish N Nadkarni, Fei Wang, Benjamin S Glicksberg

Journal

JMIR Med Inform

Open Publication

September, 2020

Heterogeneous Graph Embeddings of Electronic Health Records Improve Critical Care Disease Predictions

Journal | International Conference on Artificial Intelligence in Medicine

HPI·MS Authors

Tingyi Wanyan

Jessica De Freitas

Zahi Fayad

Akhil Vaid

Girish Nadkarni

Benjamin Glicksberg

6 HPI•MS authors

Full list of authors

Tingyi Wanyan, Martin Kang, Marcus A Badgeley, Kipp W Johnson, Jessica K De Freitas, Fayzan F Chaudhry, Akhil Vaid, Shan Zhao, Riccardo Miotto, Girish N Nadkarni, Fei Wang, Justin Rousseau, Ariful Azad, Ying Ding, Benjamin S Glicksberg

Conference

International Conference on Artificial Intelligence in Medicine

Open Publication