[2023 동계] 연구학점제
1.[1주차] Examples and Technologies of Censored Data
참고교재 Groeneboom and Jongbloed (2014), Nonparametric Estimation under Shape Constraints, Cambridge University Press. Wooldridge (2010), Econometric Analysis of Cross Section and Panel Data, 2nd Edition...
2.[2주차] Nonparametric MLE for the type-I interval censored data
참고교재 Groeneboom and Jongbloed (2014), Nonparametric Estimation under Shape Constraints, Cambridge University Press. 1. Monotone Regression $xi$가 고정값이며 증가함에 따라 $yi$가 확률변수 $$ Yi=r(xi)+\epsilon_...
3.[3주차] Computation of the NPMLE for type-I interval censored data
참고교재 Groeneboom and Jongbloed (2014), Nonparametric Estimation under Shape Constraints, Cambridge University Press. 1. Review 지난 2.1절에서는 단조 증
4.[4주차] [논문분석] Constrained Monotonic Neural Network
원문 Runje D, Shankaranarayana S, Constrained Monotonic Neural Network 1. Abstract Monotonicity(단조성)은 현실 세계에서도 많이 요구되는 특성(제약) 중 하나이다. Monotonic Fully-Connected Neural Network를 구성하는 고전적인 방법으로는 가중치의 부호를 ...
5.[5주차] [코드구현] Constrained Monotonic Neural Network with PyTorch
원문 Runje D, Shankaranarayana S, Constrained Monotonic Neural Network 참고자료 GitHub]$~$[monotonic-nn 1. Introduction Monotone Function을 추정하는 과정을 Isotonic Regression이라 한다. Monotone Function의 주요 특성(제약)은 M...
6.[6주차] [코드구현] Advanced Monotone Neural Network with PyTorch
관련논문 Runje D, Shankaranarayana S, Constrained Monotonic Neural Network [Choi Y, Semi-Parametric Contextual Pricing Algorithm using Cox Proportional Hazards Model](https://proceedings.mlr.press/v202/ch...
7.[7주차 ~ 9주차] [코드구현] Semi-Parametric Contextual Pricing
관련논문 Cox, Cox-Regression Models and Life Tables [Choi Y, Semi-Parametric Contextual Pricing Algorithm using Cox Proportional Hazards Model](https://proceedings.mlr.press/v202/choi23c/choi23c.pdf) 참고교...