Computer age statistical inference

The twenty-first century has seen a breathtaking expansion of statistical methodology, both in scope and in influence. Big data,” “data science,” and “machine learning” have become familiar terms in the news, as statistical methods are brought to . ALGORITHMS, EVIDENCE, AND DATA SCIENCE. If you are only ever going to buy one statistics book, or if you are thinking of updating your library and retiring a dozen or so dusty stats texts, this book would be an excellent . Adam said: tl;dr – medium grain statistical review from Classic (frequentist, Bayesian).

I finished reading it a few weeks ago and this is a short review from the point of view of a machine learning researcher. BRADLEY EFRON AND TREVOR HASTIE. Department of Biostatistics, Ann Arbor, Michigan, U. Cambridge: Cambridge University Press. After looking through the Contents of both: CASI looks very cutting edge, but also covers the origins of the use of computers for statistical methods. So this covers how computers can and have been used to do statistics.

FoDS looks like a very thorough data science book. Less of a then VS now book and more of a collection .

GitHub is where people build software. Springer series in statistics, New York: Springer. Statistical Science 13: 95–114. Jetzt online bestellen! Skickas inom 7-vardagar.

You will obtain a good overview of the field of modern statistics. Moreover, you will practice your self-studying and presentation. Bradley Efron is probably best known for his bootstrapping re- sampling technique. Many of these algorithms Hastie and his colleagues at Stanford developed themselves . The science of statistics has changed a great deal over the last sixty years.

New algorithms, the availability of much greater computational power, and exciting new applications have driven a huge amount of new work. The current book examines how and why those changes have occurred. Use our personal learning platform and check out our low prices and other categories! Ever heard of the bootstrap?

The data shown below were collected from the profiles of tweeters who shared this research output. Click here to find out more about how the information was compiled. Geographical breakdown.

My friend recommended me read this.