Adam Prügel-Bennett

The Probability Companion for Engineering and Computer Science

• Gebundenes Buch

Produktbeschreibung

Using examples and building intuition, this friendly guide helps readers understand and use probabilistic tools from basic to sophisticated.

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Produktdetails

• Verlag: Cambridge University Press
• Seitenzahl: 474
• Erscheinungstermin: 8. Juli 2020
• Englisch
• Abmessung: 260mm x 183mm x 30mm
• Gewicht: 1079g
• ISBN-13: 9781108480536
• ISBN-10: 1108480535
• Artikelnr.: 55396289

Autorenporträt

Adam Prügel-Bennett is Professor of Electronics and Computer Science at the University of Southampton. He received his Ph.D. in Statistical Physics at the University of Edinburgh, where he became interested in disordered and complex systems. He currently researches in the area of mathematical modelling, optimisation and machine learning and has published many papers on these subjects.

Inhaltsangabe

1. Introduction
2. Survey of distributions
3. Monte Carlo
4. Discrete random variables
5. The normal distribution
6. Handling experimental data
7. Mathematics of random variables
8. Bayes
9. Entropy
10. Collective behavior
11. Markov chains
12. Stochastic processes
Appendix A. Answers to exercises
Appendix B. Probability distributions.