Uncertainty

The Soul of Modeling, Probability & Statistics

Nonfiction, Science & Nature, Mathematics, History, Statistics
Cover of the book Uncertainty by William Briggs, Springer International Publishing
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: William Briggs ISBN: 9783319397566
Publisher: Springer International Publishing Publication: July 15, 2016
Imprint: Springer Language: English
Author: William Briggs
ISBN: 9783319397566
Publisher: Springer International Publishing
Publication: July 15, 2016
Imprint: Springer
Language: English

This book presents a philosophical approach to probability and probabilistic thinking, considering the underpinnings of probabilistic reasoning and modeling, which effectively underlie everything in data science. The ultimate goal is to call into question many standard tenets and lay the philosophical and probabilistic groundwork and infrastructure for statistical modeling. It is the first book devoted to the philosophy of data aimed at working scientists and calls for a new consideration in the practice of probability and statistics to eliminate what has been referred to as the "Cult of Statistical Significance."  

The book explains the philosophy of these ideas and not the mathematics, though there are a handful of mathematical examples. The topics are logically laid out, starting with basic philosophy as related to probability, statistics, and science, and stepping through the key probabilistic ideas and concepts, and ending with statistical models.  

Its jargon-free approach asserts that standard methods, such as out-of-the-box regression, cannot help in discovering cause. This new way of looking at uncertainty ties together disparate fields — probability, physics, biology, the “soft” sciences, computer science — because each aims at discovering cause (of effects). It broadens the understanding beyond frequentist and Bayesian methods to propose a Third Way of modeling.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

This book presents a philosophical approach to probability and probabilistic thinking, considering the underpinnings of probabilistic reasoning and modeling, which effectively underlie everything in data science. The ultimate goal is to call into question many standard tenets and lay the philosophical and probabilistic groundwork and infrastructure for statistical modeling. It is the first book devoted to the philosophy of data aimed at working scientists and calls for a new consideration in the practice of probability and statistics to eliminate what has been referred to as the "Cult of Statistical Significance."  

The book explains the philosophy of these ideas and not the mathematics, though there are a handful of mathematical examples. The topics are logically laid out, starting with basic philosophy as related to probability, statistics, and science, and stepping through the key probabilistic ideas and concepts, and ending with statistical models.  

Its jargon-free approach asserts that standard methods, such as out-of-the-box regression, cannot help in discovering cause. This new way of looking at uncertainty ties together disparate fields — probability, physics, biology, the “soft” sciences, computer science — because each aims at discovering cause (of effects). It broadens the understanding beyond frequentist and Bayesian methods to propose a Third Way of modeling.

More books from Springer International Publishing

Cover of the book Progress in Ultrafast Intense Laser Science XI by William Briggs
Cover of the book Staged Normality in Shakespeare's England by William Briggs
Cover of the book Black/Africana Communication Theory by William Briggs
Cover of the book Nanostructures and Thin Films for Multifunctional Applications by William Briggs
Cover of the book Digital Forensics and Cyber Crime by William Briggs
Cover of the book Automatic Processing of Natural-Language Electronic Texts with NooJ by William Briggs
Cover of the book Gender, Family, and Adaptation of Migrants in Europe by William Briggs
Cover of the book Biomimetic and Biohybrid Systems by William Briggs
Cover of the book White Space Communication by William Briggs
Cover of the book A Primer on the Kinematics of Discrete Elastic Rods by William Briggs
Cover of the book Monitoring and Evaluation of Production Processes by William Briggs
Cover of the book Autoimmune Bullous Diseases by William Briggs
Cover of the book Wireless Internet by William Briggs
Cover of the book More Math Into LaTeX by William Briggs
Cover of the book Translational Research in Audiology, Neurotology, and the Hearing Sciences by William Briggs
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy