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

0 avg rating
( 0 ratings by Goodreads )
 
9781482237948: Introduction to High-Dimensional Statistics (Chapman & Hall/CRC Monographs on Statistics & Applied Probability)
View all copies of this ISBN edition:
 
 

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.

"synopsis" may belong to another edition of this title.

About the Author:

Christophe Giraud was a student of the École Normale Supérieure de Paris, and he received a Ph.D in probability theory from the University Paris 6. He was assistant professor at the University of Nice from 2002 to 2008. He has been associate professor at the École Polytechnique since 2008 and professor at Paris Sud University (Orsay) since 2012. His current research focuses mainly on the statistical theory of high-dimensional data analysis and its applications to life sciences.

Review:

"Introduction to High-Dimensional Statistics by Christophe Giraud succeeds singularly at providing a structured introduction to this active field of research. ... it is arguably the most accessible overview yet published of the mathematical ideas and principles that one needs to master to enter the field of high-dimensional statistics. ... recommended to anyone interested in the main results of current research in high-dimensional statistics as well as anyone interested in acquiring the core mathematical skills to enter this area of research."
Journal of the American Statistical Association, December 2015

"This is an attractive textbook. It will prove a very useful addition to any library or personal reference collection. ... This book achieves well what it sets out to provide, an introduction to the mathematical foundations of high-dimensional statistics. ... likely to stand the test of time well."
International Statistical Review, 83, 2015

"There is a real need for this book. It can quickly make someone new to the field familiar with modern topics in high-dimensional statistics and machine learning, and it is great as a textbook for an advanced graduate course."
―Marten H. Wegkamp, Cornell University, Ithaca, New York, USA

"As a mathematician, I am quite charmed by the book and its focus on getting the important ideas through in as short a form as possible, all the while sacrificing none of the mathematical correctness. I certainly plan to use it myself as a support in my own lectures!"
―Gilles Blanchard, University of Potsdam, Germany

"About this title" may belong to another edition of this title.

Top Search Results from the AbeBooks Marketplace

1.

Christophe Giraud
Published by Taylor Fransis
ISBN 10: 1482237946 ISBN 13: 9781482237948
New Quantity Available: > 20
Seller:
INDOO
(Avenel, NJ, U.S.A.)
Rating
[?]

Book Description Taylor Fransis. Condition: New. Brand New. Seller Inventory # 1482237946

More information about this seller | Contact this seller

Buy New
US$ 64.66
Convert Currency

Add to Basket

Shipping: US$ 3.60
Within U.S.A.
Destination, Rates & Speeds

2.

Christophe Giraud
Published by Taylor and Francis 2015-01-07, Boca Raton (2015)
ISBN 10: 1482237946 ISBN 13: 9781482237948
New Hardcover Quantity Available: > 20
Seller:
Blackwell's
(Oxford, OX, United Kingdom)
Rating
[?]

Book Description Taylor and Francis 2015-01-07, Boca Raton, 2015. hardback. Condition: New. Seller Inventory # 9781482237948

More information about this seller | Contact this seller

Buy New
US$ 72.93
Convert Currency

Add to Basket

Shipping: US$ 8.40
From United Kingdom to U.S.A.
Destination, Rates & Speeds

3.

Giraud, Christophe
Published by Chapman and Hall/CRC
ISBN 10: 1482237946 ISBN 13: 9781482237948
New Hardcover Quantity Available: 1
Seller:
WFL
(Holtsville, NY, U.S.A.)
Rating
[?]

Book Description Chapman and Hall/CRC. Hardcover. Condition: New. 1482237946 Brand New ,Original Book , Direct from Source , Express 5-8 business days worldwide delivery. Seller Inventory # DG#I341393

More information about this seller | Contact this seller

Buy New
US$ 80.85
Convert Currency

Add to Basket

Shipping: US$ 4.90
Within U.S.A.
Destination, Rates & Speeds

4.

Christophe Giraud
Published by Chapman and Hall/CRC (2014)
ISBN 10: 1482237946 ISBN 13: 9781482237948
New Hardcover First Edition Quantity Available: 1
Seller:
Irish Booksellers
(Portland, ME, U.S.A.)
Rating
[?]

Book Description Chapman and Hall/CRC, 2014. Condition: New. book. Seller Inventory # M1482237946

More information about this seller | Contact this seller

Buy New
US$ 87.70
Convert Currency

Add to Basket

Shipping: FREE
Within U.S.A.
Destination, Rates & Speeds

5.

Giraud Christophe
Published by Taylor & Francis Group
ISBN 10: 1482237946 ISBN 13: 9781482237948
New Quantity Available: 3
Seller:
Majestic Books
(London, ,, United Kingdom)
Rating
[?]

Book Description Taylor & Francis Group. Condition: New. pp. 256. Seller Inventory # 95236244

More information about this seller | Contact this seller

Buy New
US$ 83.81
Convert Currency

Add to Basket

Shipping: US$ 7.70
From United Kingdom to U.S.A.
Destination, Rates & Speeds

6.

GIRAUD, CHRISTOPHE
Published by Chapman and Hall/CRC (2015)
ISBN 10: 1482237946 ISBN 13: 9781482237948
New Hardcover Quantity Available: 1
Seller:
Herb Tandree Philosophy Books
(Stroud, GLOS, United Kingdom)
Rating
[?]

Book Description Chapman and Hall/CRC, 2015. Hardback. Condition: NEW. 9781482237948 This listing is a new book, a title currently in-print which we order directly and immediately from the publisher. For all enquiries, please contact Herb Tandree Philosophy Books directly - customer service is our primary goal. Seller Inventory # HTANDREE0837259

More information about this seller | Contact this seller

Buy New
US$ 80.72
Convert Currency

Add to Basket

Shipping: US$ 11.20
From United Kingdom to U.S.A.
Destination, Rates & Speeds

7.

Christophe Giraud
Published by Apple Academic Press Inc., Canada (2015)
ISBN 10: 1482237946 ISBN 13: 9781482237948
New Hardcover Quantity Available: 10
Seller:
Book Depository hard to find
(London, United Kingdom)
Rating
[?]

Book Description Apple Academic Press Inc., Canada, 2015. Hardback. Condition: New. Language: English . This book usually ship within 10-15 business days and we will endeavor to dispatch orders quicker than this where possible. Brand New Book. 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. Seller Inventory # BTE9781482237948

More information about this seller | Contact this seller

Buy New
US$ 95.36
Convert Currency

Add to Basket

Shipping: FREE
From United Kingdom to U.S.A.
Destination, Rates & Speeds

8.

Giraud, Christophe
Published by Chapman and Hall/CRC (2015)
ISBN 10: 1482237946 ISBN 13: 9781482237948
New Hardcover Quantity Available: 1
Seller:
The Monster Bookshop
(Fleckney, United Kingdom)
Rating
[?]

Book Description Chapman and Hall/CRC, 2015. Hardcover. Condition: New. BRAND NEW ** SUPER FAST SHIPPING FROM UK WAREHOUSE ** 30 DAY MONEY BACK GUARANTEE. Seller Inventory # mon0001407163

More information about this seller | Contact this seller

Buy New
US$ 99.80
Convert Currency

Add to Basket

Shipping: US$ 2.78
From United Kingdom to U.S.A.
Destination, Rates & Speeds

9.

Giraud, Christophe
Published by Chapman & Hall (2014)
ISBN 10: 1482237946 ISBN 13: 9781482237948
New Hardcover Quantity Available: 1
Seller:
Revaluation Books
(Exeter, United Kingdom)
Rating
[?]

Book Description Chapman & Hall, 2014. Hardcover. Condition: Brand New. 255 pages. 9.50x6.50x0.75 inches. In Stock. Seller Inventory # __1482237946

More information about this seller | Contact this seller

Buy New
US$ 95.09
Convert Currency

Add to Basket

Shipping: US$ 8.40
From United Kingdom to U.S.A.
Destination, Rates & Speeds

10.

Giraud, Christophe
Published by Chapman and Hall/CRC (2014)
ISBN 10: 1482237946 ISBN 13: 9781482237948
New Hardcover Quantity Available: 2
Seller:
Murray Media
(North Miami Beach, FL, U.S.A.)
Rating
[?]

Book Description Chapman and Hall/CRC, 2014. Hardcover. Condition: New. Never used!. Seller Inventory # P111482237946

More information about this seller | Contact this seller

Buy New
US$ 104.00
Convert Currency

Add to Basket

Shipping: US$ 1.99
Within U.S.A.
Destination, Rates & Speeds

There are more copies of this book

View all search results for this book