books by R. Tibshirani (generalized statistics monographs)

books by R. Tibshirani

books:

The Elements of Statistical Learning

25 reviews
T. Hastie, R. Tibshirani, ...

Springer, 2003

data mining from the viewpoint of statisticians
Data mining is a field developed by computer scientists but many of its crucial elements are imbedded in important and subtle statistical concepts. Statisticians can play an important role in the development of this field but as was the case with artificial intelligence, expert systems and neural networks the statistical research community has been slow to respond. Hastie, Tibshirani and Friedman ...

Generalized Additive Models (Monographs on Statistics and Applied Probability)

3 reviews
T.J. Hastie, R.J. Tibshirani

Chapman & Hall/CRC, 1990

developed by Stanford graduates students
Believe it or not this important topic in applied statistics was developed by Hastie and Tibshirani when they were graduate students, a sure sign of greatness to come. After their graduation this highly acclaimed book came out explaining both the theory and pratice of generalized additive models in a clear and concise way. Generalized additive models are similar to generalized linear models in ...

An Introduction to the Bootstrap (Monographs on Statistics and Applied Probability)

8 reviews
Bradley Efron, R.J. Tibshirani

Chapman & Hall/CRC, 1994

Efron's bootstrap text
Brad Efron wrote the key paper rediscovering the bootstrap and putting it in its proper place with other resampling techniques in his famous 1979 paper in the Annals of Statistics. His work was a breakthrough that has now led to hundreds of other publications and several books on the bootstrap and more general resampling procedures by himself, his students and many other statisticians. In fact I ...