Uncertainty: The Soul of Modeling, Probability & Statistics

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Uncertainty: The Soul of Modeling, Probability & Statistics

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." Â

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 throughÂ the key probabilistic ideas and concepts, and ending with statistical models. Â

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 â€• probability, physics, biology, the â€œsoftâ€ sciences, computer science â€• because each aims at discovering cause (of effects). It broadens the understanding beyond frequentist and Bayesian methods to propose a Third Way of modeling.
Country USA
Brand Springer
Manufacturer Springer
Binding Hardcover
ItemPartNumber 26194511
ReleaseDate 2016-07-08
UnitCount 1
EANs 9783319397559

Country	USA
Brand	Springer
Manufacturer	Springer
Binding	Hardcover
ItemPartNumber	26194511
ReleaseDate	2016-07-08
UnitCount	1
EANs	9783319397559

Uncertainty: The Soul of Modeling, Probability & Statistics

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