eTextbook: Statistics, Data Mining, and Machine Learning in Astronomy: A Practical Python Guide for the Analysis of Survey Data
Author(s): Ivezić, Željko; Connolly, Andrew J.; VanderPlas, Jacob T
ISBN 10: 0691151687. See all ISBN's
ISBN 13: 9780691151687
Publisher: Princeton University Press
This is an eTextbook Learn More
As telescopes, detectors, and computers grow ever more powerful, the volume of data at the disposal of astronomers and astrophysicists will enter the petabyte domain, providing accurate measurements for billions of celestial objects. This book provides a comprehensive and accessible introduction to the cutting-edge statistical methods needed to efficiently analyze complex data sets from astronomical surveys such as the Panoramic Survey Telescope and Rapid Response System, the Dark Energy Survey, and the upcoming Large Synoptic Survey Telescope. It serves as a practical handbook for graduate students and advanced undergraduates in physics and astronomy, and as an indispensable reference for researchers.
Statistics, Data Mining, and Machine Learning in Astronomy presents a wealth of practical analysis problems, evaluates techniques for solving them, and explains how to use various approaches for different types and sizes of data sets. For all applications described in the book, Python code and example data sets are provided. The supporting data sets have been carefully selected from contemporary astronomical surveys (for example, the Sloan Digital Sky Survey) and are easy to download and use. The accompanying Python code is publicly available, well documented, and follows uniform coding standards. Together, the data sets and code enable readers to reproduce all the figures and examples, evaluate the methods, and adapt them to their own fields of interest.
- Describes the most useful statistical and data-mining methods for extracting knowledge from huge and complex astronomical data sets
- Features real-world data sets from contemporary astronomical surveys
- Uses a freely available Python codebase throughout
- Ideal for students and working astronomers
All ISBN's for this title:
ISBN 10: 0691151687, ISBN 13: 9780691151687, eISBN 10: 1400848911, eISBN 13: 97814008489111. List price can refer to either the digital or print list price, whichever is available to Kno.
Kno offers a 15-day, no questions asked, money back guarantee for all books you buy or rent through the Kno Bookstore. You are eligible for a full refund so long as you do not exceed the chapter limitation notification that appears in the textbook within a 15-day period.
Kno has the largest collection of digital textbooks on the market today. However, publishers do not have rights to make some of their textbooks available in a digital form. But that is changing over time and Kno is working with our publisher partners to make as many titles available digitally as possible.
An eTextbook is the digital version of a physical textbook.
All eTextbooks provided by Kno.com maintain the exact same page numbers and content as their physical versions.
Well, this is embarrassing.
Your transaction was not completed, please try again.
Sorry, there was a problem and your transaction was not processed completely. Please do not try to purchase this book again.
Instead contact Kno Customer Service at 1.877.935.6648 or by email at email@example.com and provide them with the following message number "1201" and they will resolve the issue.
Oops, looks like you already own this book.
Please check your course manager and review your purchased titles.
Hmmm, that's strange.
It appears that this title is not in our catalog after all.
The transaction did not complete because your credit card was declined. Possible reasons include:
- Your bank or credit card company is having technical issues
- The credit card has expired
- The credit card does not have sufficient funds
Our credit card processing service does not specify the cause, so we recommend calling your credit card provider for details.
In a recent customer survey 54% of students using Kno got an A in their class. Kno has over 70 features that will improve your grades, save you time and help you get smarter!
Here's Just a Taste of What Kno Offers
organizes all your textbooks, PDFs and content in one spot.
instantly converts terms from your textbook into beautifully designed and smart flash cards.
any text on a page.
turns any diagram in a book into a multiple choice quiz.
maps instructional videos, images, and photos to formulas & concepts in your book.