Survival Analysis With Python

Survival analysis uses statistics to calculate time to failure. The book takes a fresh look at this complex subject by explaining how to use the Python programming language to perform this type of analysis.

List of contents

Chapter 1. Introduction Chapter 2. General Theory of Survival Analysis Chapter 3. Parametric Models Chapter 4. Nonparametric Models Chapter 5. Models with Covariates

About the author

Avishek Nag has a Masters of Technology Degree in data analytics and machine learning from Birla Institute of Technology and Science, Pilani, India. He has more than 15 years of experience in Software Development and Architecting Systems. He also has professional experience in data science and machine learning, Java, Python, Big Data, including Spark and MongoDB. He has worked at VMWare, Cisco, Mobile Iron, and Computer Science Corporation (now called DXC). He is also the author of the book Pragmatic Machine Learning with Python, which is recommended in the ACM Education Digital Library.

Summary

Survival analysis uses statistics to calculate time to failure. The book takes a fresh look at this complex subject by explaining how to use the Python programming language to perform this type of analysis.

Product details

• Authors: Avishek Nag
• Publisher: Taylor & Francis Ltd.
• Languages: English
• Product format: Hardback
• Released: 31.12.2021
• EAN: 9781032148267
• ISBN: 978-1-0-3214826-7
• No. of pages: 84
• Subjects: Natural sciences, medicine, IT, technology > IT, data processing > Programming languages; Software Engineering, Data Mining, BUSINESS & ECONOMICS / Statistics, MATHEMATICS / Probability & Statistics / General, COMPUTERS / Information Technology, computer science, Probability & statistics, Databases, Programming & scripting languages: general, Probability and statistics, Programming and scripting languages: general, COMPUTERS / Data Science / Data Analytics, COMPUTERS / Languages / Python, COMPUTERS / Languages / General, indian Isbn