Kexin Huang

Probability Theory & Statistics:

• Proofs of Three Fundamental Theorems in Measure Theory

  • Part 1: Some Essential Definitions

  • Part 2: Monotone Convergence Theorem

  • Part 3: Fatou's Lemma

  • Part 4: Lebesgue's Dominated Convergence Theorem

• Fisher Information and Cramér-Rao Bound

  • Part 1: Motivation and Various forms of Fisher Information

  • Part 2: Proof of Cramér-Rao Inequality and Cramér-Rao Lower Bound

Genomics Trait Prediction:

• Diet Network: Thin Parameters for Fat Genomics, Romero et al, 2017 MILA

• Multi-Criteria Decision Analysis-Based MDR for Gene-Gene Interaction Detection, Yang et al. 2018

Reinforcement Learning's Application:

• Evaluating Reinforcement Learning Algorithms in Observational Health Settings, Gottesman et al. 2018

• Task-Oriented Query Reformulation with Reinforcement Learning, Nogueira and Cho, 2017

Mathematical Modeling of Mitotic Spindle:

• Towards a quantitative understanding of mitotic spindle assembly and mechanics, Mogilner and Craig

Machine Learning for Healthcare:

• Various Research Papers Short Response

  • Fairness, Missing Data, Causality…

  • Clinical NLP, Time Series, RL…