Statistics Learning

Missing values for survey data:

1. Missing Values, Data Science and R  by  Joseph Rickert
2. Missing Data Analysis with mice by Firouzeh Noghrehchi

Discrete Choice Model:

• Basic:
  • Lecture Notes 721 by Petra E. Todd

Practical problems:

• Convergence and iteration
  • Convergence Tolerance by Nicolas Bertagnolli

Size of discrete choice model:

1. Pylogit: an amazing Python package for conditional logit model
2. STRATEGIC SAMPLING FOR LARGE CHOICE SETS IN ESTIMATION AND APPLICATION by Jason D. Lemp
3. Random Projection Estimation of Discrete-Choice Models
   with Large Choice Sets by Khai X. Chiong and  Matthew Shum
4. Larch, Python 3 required: quickly compute discrete choice models in Python
5. Random Projection Estimation of Discrete-Choice Models with Large Choice Sets: