数据分析

Books

Practical Statistics for Astronomers

Modern Statistical Methods for Astronomy With R Applications

Data Analysis: A Bayesian Tutorial

Bayesian Logical Data Analysis for the Physical Sciences

Probability Theory: The Logic of Science

Numerical Recipes

Fitting

• Data analysis recipes: Fitting a model to data

Error estimation

• Error estimation in astronomy: A guide

Parameter estimation

• Statistical methods for cosmological parameter selection and estimation

lectures

• Statistical Challenges in Modern Astronomy

Parameter estimation error

(How well the experiment will perform?)

• Fisher matrix

1. cosmology

Multidimention data:

• parameter (density) estimation
  •  https://github.com/reedessick/postviz
  • www.vicos.si/Research/Multivariate_Online_Kernel_Density_Estimation
  • https://github.com/dfm/corner.py
  • Glue is a Python library to explore relationships within and among related datasets.  (http://www.glueviz.org/en/stable/)