guozihaio/data-science-project

Data science project

Data-Science-Project Group 17

This is the place for our group member to edit our data science project

Group member

Zihao Guo 931278 [email protected]

Keshav Prasath 990401 [email protected]

Xiaohan Ma 1145763 [email protected]

Sirui Wang 987796 [email protected]

Kexin Li 1074282 [email protected]

Survival Analysis & Classification & Data Visualization

Please refer to Analysis file

Meeting minutes

Please refer to Meeting minutes file

Coxtime

View the link for more information https://github.com/havakv/pycox

Cox Proportional-Hazards, Random Survival Forest, Cox Porportional hazards regularized by convex combinations of L1 and L2 penalties

View the link for more information https://scikit-survival.readthedocs.io/en/stable/user_guide/index.html

Liv-sim package

The package for liver allocation simulation in America

Please refer to LivSim_sample_code file https://github.com/LivSim2017/LivSim-Codes

Ref:

[1] Kilambi, Vikram, and Sanjay Mehrotra. "Improving liver allocation using optimized neighborhoods." Transplantation 101.2 (2017): 350-359.

[2] Mehrotra, Sanjay, et al. "A Concentric Neighborhood Solution to Disparity in Liver Access That Contains Current UNOS Districts." Transplantation 102.2 (2018): 255-278.

[3] Kilambi, Vikram, Kevin Bui, and Sanjay Mehrotra. "LivSim: An Open-Source Simulation Software Platform for Community Research and Development for Liver Allocation Policies." Transplantation 102.2 (2018).

[4] Kvamme, H., Borgan, Ø., & Scheel, I. (2019). Time-to-Event Prediction with Neural Networks and Cox Regression. ArXiv, abs/1907.00825.