Statistics

Wahba
Grace Wahba
Emerita Professor of Statistics, Biostatistics and Medical Informatics, and Computer Science at University of Wisconsin-Madison. Ph.D. - Stanford.


Spline Models for
Observational Data

Lee
Edward Lee
Professor of the Graduate School and Robert S. Pepper Distinguished Professor Emeritus in the Electrical Engineering and Computer Science (EECS) Department at UC Berkeley. Ph.D. - UC Berkeley.


The Book
of Why

Weapons of Math
Destruction

The
Black Swan

Statistics books Used by Christopher Manning in his courses

Manning
Christopher Manning
Thomas M. Siebel Professor in Machine learning, Professor of linguistics and computer science, Director, Stanford Artificial Intelligence Laboratory (SAIL), Associate Director, Human-Centered Artificial Intelligence Institute, Stanford University. Ph.D. Stanford.

Note: the following books are not recommended by Professor Manning. They are books that have been used as reference texts in one/some courses he has taught.


Introductory
Statistics with R

Yu
Bin Yu
Chancellor’s Distinguished Professor and Class of 1936 Second Chair Departments of Statistics and Electrical Engineering and Computer Sciences at UC Berkeley. Ph.D. - UC Berkeley.

Note: the following books are not recommended by Professor Yu. They are books that have been used as reference texts in one/some courses she has taught.


Stochastic Complexity
in Statistical Inquiry

Jordan
Michael I. Jordan
Pehong Chen Distinguished Professor at the Department of EECS and Department of Statistics, University of California, Berkeley. Ph.D. University of California, San Diego.

Note: the following books are not recommended by Professor Jordan. They are books that have been used as reference texts in one/some courses he has taught.


High-Dimensional
Statistics

Asymptotic
Statistics

Convergence of
Stochastic Processes

Weak Convergence
and Empirical ...

Empirical Processes
in M-Estimation

Convergence of
Probability Measures

Approximation
Theorems of ...

Introduction to
Nonparametric

Ghahramani
Zoubin Ghahramani
Professor of Information Engineering at the University of Cambridge, he holds joint appointments at University College London and the Alan Turing Institute., Ph.D. - MIT

Note: the following books are not recommended by Professor Ghahramani. They are books that have been used as reference texts in one/some courses he has taught.


Monte Carlo
Statistical Methods

Tools for
Statistical Inference

Statistical
Decision Theory

Tibshirani
Rob Tibshirani
Professor of Biomedical Data Science, and Statistics, Stanford University. Ph.D. Stanford.

Note: the following books are not recommended by Professor Tibshirani. They are books that have been used as reference texts in one/some courses he has taught.


An Introduction to
Statistical Learning

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