Data Science and Predictive Analytics Biomedical and Health Applications using R
by
Dinov, Ivo D. author.
Title
:
Data Science and Predictive Analytics Biomedical and Health Applications using R
Author
:
Dinov, Ivo D. author.
ISBN
:
9783031174834
Edition
:
2nd ed. 2023.
Physical Description
:
XXXIV, 918 p. 336 illus., 306 illus. in color. online resource.
Series
:
The Springer Series in Applied Machine Learning,
Contents
:
Chapter 1 - Introduction -- Chapter 2: Basic Visualization and Exploratory Data Analytics -- Chapter 3: Linear Algebra, Matrix Computing and Regression Modeling -- Chapter 4: Linear and Nonlinear Dimensionality Reduction -- Chapter 5: Supervised Classification -- Chapter 6: Black Box Machine Learning Methods -- Chapter 7: Qualitative Learning Methods - Text Mining, Natural Language Processing, Apriori Association Rules Learning -- Chapter 8: Unsupervised Clustering -- Chapter 9: Model Performance Assessment, Validation, and Improvement -- Chapter 10: Specialized Machine Learning Topics -- Chapter 11: Variable Importance and Feature Selection -- Chapter 12: Big Longitudinal Data Analysis -- Chapter 13: Function Optimization -- Chapter 14: Deep Learning, Neural Networks.
Added Corporate Author
:
SpringerLink (Online service)
Electronic Access
:
| Library | Material Type | Item Barcode | Shelf Number | [[missing key: search.ChildField.HOLDING]] | Status |
|---|
| Online Library | E-Book | 520211-1001 | ONLINE | | Elektronik Kütüphane |