Bayesians Versus Frequentists

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Beschreibung

This book analyzes the origins of statistical thinking as well as its related philosophical questions, such as causality, determinism or chance. Bayesian and frequentist approaches are subjected to a historical, cognitive and epistemological analysis, making it possible to not only compare the two competing theories, but to also find a potential solution. The work pursues a naturalistic approach, proceeding from the existence of numerosity in natural environments to the existence of contemporary formulas and methodologies to heuristic pragmatism, a concept introduced in the book's final section. This monograph will be of interest to philosophers and historians of science and students in related fields. Despite the mathematical nature of the topic, no statistical background is required, making the book a valuable read for anyone interested in the history of statistics and human cognition.



Provides a detailed historical comparison and analysis of Bayesianism and frequentism

Features a precise philosophical analysis of the Bayesian vs. frequentist controversy

Stimulates the reader to think about causality, chance, determinism and indeterminism



Autorentext

Jordi Vallverdú, Ph.D., M.Sci., B.Mus, B.Phil is a Tenure Professor at Universitat Autònoma de Barcelona, Catalonia, Spain. His research embraces the cognitive and epistemic aspects of contemporary scientific research, especially in the fields of emotional modelling, computer science and robotics. In 2011 he won a Japanese JSPS fellowship to pursue research on computational HRI interfaces at Kyoto University. He was a keynote speaker at ECAP09 (TUM, Munich, Germany), EBICC2012 (UNESP, Brazil) and SLACTIONS 2013 (Portugal). As an expert on emotions and cognition he founded and serves as an Editor-in-chief of the International Journal of Synthetic Emotions (IJSE). He is also a research member of GEHUCT and TECNOCOG.



Klappentext




Inhalt
Some Questions to Begin with.- Ancient Statistics History in a Nutshell.- The Bayesian Approach and its Evolution until the Beginning of 20th Century.- A Conceptual Reply to Reverend Bayes: the Frequentist Approach.- The Co-evolution, Battles and Fights of Both Paradigms.- The Birth of Multicausality as the Death of
Causality and Their Statistical Corollaries.- Natural vs. Artificial Minds and the
Supercomputing Era.- And the Winner is....- References.

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Produktinformationen

Titel
Bayesians Versus Frequentists
Untertitel
A Philosophical Debate on Statistical Reasoning
Autor
EAN
9783662486368
ISBN
3662486369
Format
Kartonierter Einband
Herausgeber
Springer Berlin Heidelberg
Anzahl Seiten
124
Gewicht
201g
Größe
H235mm x B155mm x T7mm
Jahr
2015
Untertitel
Englisch
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