Mathematical Foundations of Data Science Using R

Mathematical Foundations of Data Science Using R

Author
Frank Emmert-StreibSalissou MoutariMatthias Dehmer
Publisher
De Gruyter Oldenbourg
Language
English
Year
2020
Page
429
ISBN
9783110564990
File Type
pdf
File Size
28.0 MiB

In Order Best Exploit The Incredible Quantities Of Data Being Generated In Most Diverse Disciplines Data Sciences Increasingly Gain Worldwide Importance. The Book Gives The Mathematical Foundations To Handle Data Properly. It Introduces Basics And Functionalities Of The R Programming Language Which Has Become The Indispensable Tool For Data Sciences. Thus It Delivers The Reader The Skills Needed To Build Own Tool Kits Of A Modern Data Scientist. Frontmatter -- Preface -- Contents -- 1. Introduction -- Part I: Introduction To R -- 2. Overview Of Programming Paradigms -- 3. Setting Up And Installing The R Program -- 4. Installation Of R Packages -- 5. Introduction To Programming In R -- 6. Creating R Packages -- Part Ii: Graphics In R -- 7. Basic Plotting Functions -- 8. Advanced Plotting Functions: Ggplot2 -- 9. Visualization Of Networks -- Part Iii: Mathematical Basics Of Data Science -- 10. Mathematics As A Language For Science -- 11. Computability And Complexity -- 12. Linear Algebra -- 13. Analysis -- 14. Differential Equations -- 15. Dynamical Systems -- 16. Graph Theory And Network Analysis -- 17. Probability Theory -- 18. Optimization -- Bibliography -- Index Matthias Dehmer, Salissou Moutari, Frank Emmert-streib. Mode Of Access: Internet Via World Wide Web. In English.

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