Applications of Big Data and Machine Learning in Galaxy Formation and Evolution

By: Tsutomu T. Takeuchi

Write A Review

eText | 29 April 2025 | Edition Number 1

At a Glance

Format
ePUB

eText

$160.60

or 4 interest-free payments of $40.15 with

Instant online reading in your Booktopia eTextbook Library *

Why choose an eTextbook?

Instant Access *

Purchase and read your book immediately

Read Aloud

Listen and follow along as Bookshelf reads to you

Study Tools

Built-in study tools like highlights and more

* eTextbooks are not downloadable to your eReader or an app and can be accessed via web browsers only. You must be connected to the internet and have no technical issues with your device or browser that could prevent the eTextbook from operating.

As investigations into our Universe become more complex, in-depth, and widespread, galaxy surveys are requiring state-of-the-art data scientific methods to analyze them. This book provides a practical introduction to big data in galaxy formation and evolution, introducing the astrophysical basics, before delving into the latest techniques being introduced to astronomy and astrophysics from data science. This book helps translate the cutting-edge methods into accessible guidance for those without a formal background in computer science. It is an ideal manual for astronomers and astrophysicists, in addition to graduate students and postgraduate students in science and engineering looking to learn how to apply data-science to their research.

Key Features:

Introduces applications of data-science methods to the exciting subject of galaxy formation and evolution
Provides a practical guide to understanding cutting-edge data-scientific methods, as well as classical astrostatistical methods
Summarises a vast range of statistical and informatics methods in one volume, with concrete applications to astrophysics