Data science, analytics and machine learning with R. ([2023])

• Record Type: Book
• Further Information: Note: Luiz Paulo Fávero, Patrícia Belfiore, Rafael de Freitas Souza.
• Authors: Fávero, Luiz Paulo; Belfiore, Patrícia Prado; De Freitas Souza, Rafael
• Contents: Part I: Introduction ; 1. Overview of Data Science, Analytics, and Machine Learning; 2. Introduction to the R Language; ; Part II: Applied Statistics and Data Visualization ; 3. Variables and Measurement Scales; 4. Descriptive and Probabilistic Statistics; 5. Hypotheses Tests; 6. Data Visualization and Multivariate Graphs; ; Part III: Data Mining and Preparation ; 7. Building Handcrafted Robots; 8. Using APIs to Collect Data; 9. Managing Data; ; Part IV: Unsupervised Machine Learning Techniques ; 10. Cluster Analysis; 11. Factorial and Principal Component Analysis (PCA); 12. Association Rules and Correspondence Analysis; ; Part V: Supervised Machine Learning Techniques ; 13. Simple and Multiple Regression Analysis; 14. Binary, Ordinal and Multinomial Regression Analysis; 15. Count-Data and Zero-Inflated Regression Analysis; 16. Generalized Linear Mixed Models; ; Part VI: Improving Performance and Introduction to Deep Learning ; 17. Support Vector Machine; 18. CART (Classification and Regression Trees); 19. Bagging, Boosting and Uplift (Persuasion) Modeling; 20. Random Forest; 21. Artificial Neural Network; 22. Introduction to Deep Learning; ; Part VII: Spatial Analysis ; 23. Working on Shapefiles; 24. Dealing with Simple Features Objects; 25. Raster Objects; 26. Exploratory Spatial Analysis; ; Part VII: Adding Value to your Work ; 27. Enhanced and Interactive Graphs; 28. Dashboards with R
• Edition: First edition
• Publisher Details: London : Academic Press
• Publication Date: 2023
• Copyright Date: 2023
• Extent: 1 online resource (558 pages), illustrations
• Subjects: 658.05631; Business -- Data processing; Machine learning; R (Computer program language); Electronic books
• Languages: English
• ISBNs: 9780323859233; 0323859232
• Related ISBNs: 9780128242711; 012824271X
• Notes: Note: Includes bibliographical references and index.; Note: Description based on online resource; title from digital title page (viewed on March 22, 2023).
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.