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 philosophic...
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| Format: | eBook |
| Language: | English |
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Cham
Springer International Publishing
2016, 2016
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| Edition: | 1st ed. 2016 |
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| Online Access: | |
| Collection: | Springer eBooks 2005- - Collection details see MPG.ReNa |
Table of Contents:
- Truth, Argument, Realism
- Logic
- Induction and Intellection
- What Probability Is
- What Probability Is Not
- Chance and Randomness
- Causality
- Probability Models
- Statistical and Physical Models
- Modelling Goals, Strategies, and Mistakes