Modern Statistics with R: From Wrangling and Exploring Data to Inference and Predictive Modelling
Autor Måns Thulinen Limba Engleză Paperback – 20 aug 2024
- Data wrangling – importing, formatting, reshaping, merging, and filtering data in R.
- Exploratory data analysis – using visualisations and multivariate techniques to explore datasets.
- Statistical inference – modern methods for testing hypotheses and computing confidence intervals.
- Predictive modelling – regression models and machine learning methods for prediction, classification, and forecasting.
- Simulation – using simulation techniques for sample size computations and evaluations of statistical methods.
- Ethics in statistics – ethical issues and good statistical practice.
- R programming – writing code that is fast, readable, and (hopefully!) free from bugs.
In addition to plenty of examples, the book includes more than 200 exercises, with fully worked solutions available at: www.modernstatisticswithr.com.
Toate formatele și edițiile | Preț | Express |
---|---|---|
Paperback (1) | 458.50 lei 3-5 săpt. | +41.22 lei 6-12 zile |
CRC Press – 20 aug 2024 | 458.50 lei 3-5 săpt. | +41.22 lei 6-12 zile |
Hardback (1) | 1130.64 lei 6-8 săpt. | |
CRC Press – 20 aug 2024 | 1130.64 lei 6-8 săpt. |
Preț: 458.50 lei
Preț vechi: 498.37 lei
-8% Nou
Puncte Express: 688
Preț estimativ în valută:
87.75€ • 90.83$ • 74.16£
87.75€ • 90.83$ • 74.16£
Carte disponibilă
Livrare economică 13-27 februarie
Livrare express 29 ianuarie-04 februarie pentru 51.21 lei
Preluare comenzi: 021 569.72.76
Specificații
ISBN-13: 9781032512440
ISBN-10: 103251244X
Pagini: 492
Ilustrații: 88
Dimensiuni: 178 x 254 x 25 mm
Greutate: 1.03 kg
Ediția:2
Editura: CRC Press
Colecția Chapman and Hall/CRC
Locul publicării:Boca Raton, United States
ISBN-10: 103251244X
Pagini: 492
Ilustrații: 88
Dimensiuni: 178 x 254 x 25 mm
Greutate: 1.03 kg
Ediția:2
Editura: CRC Press
Colecția Chapman and Hall/CRC
Locul publicării:Boca Raton, United States
Public țintă
Postgraduate and Undergraduate AdvancedCuprins
1. Introduction 2. The basics 3. The cornerstones of statistics 4. Exploratory data analysis and unsupervised learning 5. Dealing with messy data 6. R programming 7. The role of simulation in modern statistics 8. Regression models 9. Survival analysis and censored data 10. Structural equation models, factor analysis, and mediation 11. Predictive modelling and machine learning 12. Advanced topics 13. Debugging 14. Mathematical appendix Bibliography Index
Notă biografică
Måns Thulin is a consultant, researcher, and teacher in Statistics. He started teaching Statistics with R at Uppsala University in 2007, while still an undergraduate student. Since then, he has used Statistics and R to tackle problems in diverse fields, ranging from how to identify nuclear fuel and how to improve milking robots, to wine tastings and designing music videos. His awardwinning research in Statistical Methodology is concerned with modern approaches to classical statistical methods.
Descriere
The past decades have transformed the world of statistical data analysis, with new methods, new types of data, and new computational tools. Modern Statistics with R introduces you to key parts of this modern statistical toolkit.