Links to Lecture Notes
Sabyasachi Chatterjee (
Introduction & Historical Remarks
)
Prajval Shastri
(
Challenges of Modern Empirical Astrophysics
)
Eric Feigelson
(
Overview of Astrostatistics
)
Rajeeva Karandikar
(
Laws of probability, Bayes' Theorem & the Central Limit Theorem
)
Eric Feigelson
(
Linear Regression Issues in Astronomy
)
Rajeeva Karandikar
(
(Correlation & Regression
)
Donald Richards
(Used by Arup Bose:
Estimation, Confidence Intervals & Tests of Hypotheses
)
Donald Richards
(Used by Arup Bose:
Maximum Likelihood Estimation, Cramer-Rao Inequality & Bayesian Information Criterion
Thriyambakam Krishnan
(
EM Algorithm
)
Mohan Delampady
(
Bayesian Inference
)
Mohan Delampady & Thriyambakam Krishnan
(
Bayesian Inference: article in Resonance
)
Sushama Bendre
(
Non-parametric Statistics
)
Jogesh Babu
(
Resampling Methods, Bootstrap
)
Jogesh Babu
(
Astronomy Applications of Goodness of Fit
)
Thriyambakam Krishnan
(
Multivariate Ananlysis
)
Thriyambakam Krishnan
(
Cluster Ananlysis
)
List of Resources compiled by the Center for Astrostatistics, PennState (pdf)