In Part II of this series, we cover the elements of statistical modeling, focusing on:
validation methodology
principles of object-oriented design
linear and logistic regression
generalized linear models
causality
time series analysis
Bayesian statistics, including simulations in pymc3
Modeling customer lifetime values, including a detailed study of the beta-Bernoulli/beta-binomial model, a discretized version of the classic Pareto/NBD
an introduction to credibility theory
The theory is illustrated with simulations in Python throughout the text.
- ISBN:
- 9781941043127
- 9781941043127
-
Category:
- Bayesian inference
- Format:
- Paperback
- Publication Date:
-
17-01-2022
- Publisher:
- Cayenne Canyon Press
- Pages:
- 356
- Dimensions (mm):
- 234x156x19mm
- Weight:
- 0.5kg
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