programmer-util / advanced_statistical_inference

This repository has scripts and other files that are part of the lecture notes and assignments of the course "Advanced Statistical Inference" taught at FME, UPC Barcelonatech.

Advanced Statistical Inference

Recommended Books

Pre-Requisites

• Single Variable Calculus (Calculus I): http://tutorial.math.lamar.edu/Classes/CalcI/CalcI.aspx
• Advanced Single Variable calculus (Calculus II):http://tutorial.math.lamar.edu/Classes/CalcII/CalcII.aspx
• Multi-variable Calculus (Calculus III): http://tutorial.math.lamar.edu/Classes/CalcIII/CalcIII.aspx | UCSD lecture series: http://www.math.usm.edu/lambers/mat280/spr10/lectures.html
• Introduction to Mathematical Statistics:http://statweb.stanford.edu/~susan/courses/s200/

Reference Courses

• Stanford lectures for Statistics 200: Introduction to Statistical Inference :https://stats200.stanford.edu/lectures.html
• Introduction to Statistical Inference

Recommended Textbooks

Statistical Inference by George Casella and Roger Berger : https://fsalamri.files.wordpress.com/2015/02/casella_berger_statistical_inference1.pdf [ Solutions to the Book: "Statistical Inference" by George Casella and Roger Berger]- http://exampleproblems.com/Solutions-Casella-Berger.pdf

Basics of Modern Mathematical Statistics http://premolab.ru/c_files/c49/Ff7OxE07fQ.pdf |Mathematical statistics: Exercises and Solutions- http://library.aceondo.net/ebooks/Mathematics/Mathematical_Statistics-Exercises_and_Solutions.pdf

Reference Professors

• Joe Watkins: http://math.arizona.edu/~jwatkins/

Some good books in Statistics

• a) http://math.arizona.edu/~jwatkins/statbook.pdf
• b) http://www.stat.wmich.edu/s160/hcopy/book.pdf
• b) http://people.math.umass.edu/~lavine/Book/book.pdf