Introduction to High-Dimensional Statistics (Chapman & Hall/CRC Monographs on Statistics & Applied Probability) Book PDF, ePub eBook

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


Book Descriptions:

Ever-greater computing technologies have given rise to an exponentially growing volume of data. Today massive data sets (with potentially thousands of variables) play an important role in almost every branch of modern human activity, including networks, finance, and genetics. However, analyzing such data has presented a challenge for statisticians and data analysts and has required the development of new statistical methods capable of separating the signal from the noise.

Introduction to High-Dimensional Statistics is a concise guide to state-of-the-art models, techniques, and approaches for handling high-dimensional data. The book is intended to expose the reader to the key concepts and ideas in the most simple settings possible while avoiding unnecessary technicalities.

Offering a succinct presentation of the mathematical foundations of high-dimensional statistics, this highly accessible text:

• Describes the challenges related to the analysis of high-dimensional data


• Covers cutting-edge statistical methods including model selection, sparsity and the lasso, aggregation, and learning theory


• Provides detailed exercises at the end of every chapter with collaborative solutions on a wikisite


• Illustrates concepts with simple but clear practical examples

Introduction to High-Dimensional Statistics is suitable for graduate students and researchers interested in discovering modern statistics for massive data. It can be used as a graduate text or for self-study.

Introduction to High-Dimensional Statistics (Chapman & Hall/CRC Monographs on Statistics & Applied Probability) by Christophe Giraud

From reader reviews:

Brenda Lee:

Do you have favorite book? Should you have, what is your favorite's book? Publication is very important thing for us to find out everything in the world. Each publication has different aim or even goal; it means that guide has different type. Some people experience enjoy to spend their time for you to read a book. They are really reading whatever they acquire because their hobby is usually reading a book. Consider the person who don't like reading through a book? Sometime, person feel need book whenever they found difficult problem or maybe exercise. Well, probably you will need this Introduction to High-Dimensional Statistics (Chapman & Hall/CRC Monographs on Statistics & Applied Probability).

Kevin Mabry:

The actual book Introduction to High-Dimensional Statistics (Chapman & Hall/CRC Monographs on Statistics & Applied Probability) has a lot of knowledge on it. So when you read this book you can get a lot of help. The book was compiled by the very famous author. This articles author makes some research before write this book. That book very easy to read you will get the point easily after reading this article book.

Lee Wing:

Exactly why? Because this Introduction to High-Dimensional Statistics (Chapman & Hall/CRC Monographs on Statistics & Applied Probability) is an unordinary book that the inside of the guide waiting for you to snap the item but latter it will shock you with the secret that inside. Reading this book next to it was fantastic author who have write the book in such wonderful way makes the content on the inside easier to understand, entertaining approach but still convey the meaning fully. So , it is good for you for not hesitating having this anymore or you going to regret it. This amazing book will give you a lot of gains than the other book include such as help improving your proficiency and your critical thinking approach. So , still want to postpone having that book? If I ended up you I will go to the publication store hurriedly.

Georgia Evans:

The book untitled Introduction to High-Dimensional Statistics (Chapman & Hall/CRC Monographs on Statistics & Applied Probability) contain a lot of information on it. The writer explains your ex idea with easy means. The language is very simple to implement all the people, so do definitely not worry, you can easy to read it. The book was compiled by famous author. The author will take you in the new age of literary works. You can easily read this book because you can keep reading your smart phone, or model, so you can read the book within anywhere and anytime. If you want to buy the e-book, you can open their official web-site as well as order it. Have a nice study.