Statistical Methods for Data Analysis With Applications in Particle Physics /
This third edition expands on the original material. Large portions of the text have been reviewed and clarified. More emphasis is devoted to machine learning including more modern concepts and examples. This book provides the reader with the main concepts and tools needed to perform statistical ana...
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| Autor Principal: | |
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| Autor Corporativo: | |
| Formato: | Electrónico eBook |
| Idioma: | inglés |
| Publicado: |
Cham :
Springer International Publishing : Imprint: Springer,
2023.
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| Edición: | 3rd ed. 2023. |
| Series: | Lecture Notes in Physics,
1010 |
| Subjects: | |
| Acceso en liña: | https://doi.org/10.1007/978-3-031-19934-9 |
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Table of Contents:
- Introduction to Probability and Inference
- Discrete Probability Distributions
- Probability Density Functions
- Random Numbers and Monte Carlo Methods
- Bayesian Probability and Inference
- Frequentist Probability and Inference
- Combining Measurements
- Confidence Intervals
- Convolution and Unfolding
- Hypothesis Testing
- Machine Learning
- Discoveries and Limits.