Statistical Learning from a Regression Perspective (Springer Series in Statistics) Book PDF, ePub eBook

Join our eBook service for unlimited books & audiobooks. Get a free 7 day subscription! ↓↓↓↓↓


Book Descriptions:

Statistical Learning from a Regression Perspective considers statistical learning applications when interest centers on the conditional distribution of the response variable, given a set of predictors, and when it is important to characterize how the predictors are related to the response. As a first approximation, this is can be seen as an extension of nonparametric regression. Among the statistical learning procedures examined are bagging, random forests, boosting, and support vector machines. Response variables may be quantitative or categorical.

Real applications are emphasized, especially those with practical implications. One important theme is the need to explicitly take into account asymmetric costs in the fitting process. For example, in some situations false positives may be far less costly than false negatives. Another important theme is to not automatically cede modeling decisions to a fitting algorithm. In many settings, subject-matter knowledge should trump formal fitting criteria. Yet another important theme is to appreciate the limitation of one’s data and not apply statistical learning procedures that require more than the data can provide.

The material is written for graduate students in the social and life sciences and for researchers who want to apply statistical learning procedures to scientific and policy problems. Intuitive explanations and visual representations are prominent. All of the analyses included are done in R.

Statistical Learning from a Regression Perspective (Springer Series in Statistics) by Richard A. Berk

From reader reviews:

Christine Curnutt:

In this 21st millennium, people become competitive in each and every way. By being competitive right now, people have do something to make them survives, being in the middle of the crowded place and notice simply by surrounding. One thing that at times many people have underestimated the idea for a while is reading. Yeah, by reading a guide your ability to survive increase then having chance to remain than other is high. For you personally who want to start reading a book, we give you this Statistical Learning from a Regression Perspective (Springer Series in Statistics) book as starter and daily reading reserve. Why, because this book is usually more than just a book.

Harold McDonough:

Here thing why this kind of Statistical Learning from a Regression Perspective (Springer Series in Statistics) are different and reliable to be yours. First of all studying a book is good but it really depends in the content of it which is the content is as scrumptious as food or not. Statistical Learning from a Regression Perspective (Springer Series in Statistics) giving you information deeper and different ways, you can find any guide out there but there is no publication that similar with Statistical Learning from a Regression Perspective (Springer Series in Statistics). It gives you thrill reading through journey, its open up your current eyes about the thing in which happened in the world which is might be can be happened around you. It is easy to bring everywhere like in playground, café, or even in your means home by train. When you are having difficulties in bringing the published book maybe the form of Statistical Learning from a Regression Perspective (Springer Series in Statistics) in e-book can be your option.

Judith Carter:

Is it a person who having spare time subsequently spend it whole day simply by watching television programs or just lying down on the bed? Do you need something new? This Statistical Learning from a Regression Perspective (Springer Series in Statistics) can be the answer, oh how comes? A fresh book you know. You are consequently out of date, spending your time by reading in this new era is common not a nerd activity. So what these textbooks have than the others?

Harold Singleton:

Reading a publication make you to get more knowledge from the jawhorse. You can take knowledge and information originating from a book. Book is created or printed or outlined from each source in which filled update of news. On this modern era like right now, many ways to get information are available for a person. From media social including newspaper, magazines, science e-book, encyclopedia, reference book, story and comic. You can add your understanding by that book. Isn't it time to spend your spare time to open your book? Or just trying to find the Statistical Learning from a Regression Perspective (Springer Series in Statistics) when you necessary it?