Beschreibung:
The ability to generate, gather and store volumes of data in the order of tera- and exo bytes daily has far outpaced our ability to derive useful information with available computational resources for many domains.
1. What is Data Science (DS)?.- 2. Solutions to Data Science Problems.- 3. What is Dimensionality Reduction (DR)?.- 4. Conventional Statistical Approaches.- 5. Geometric Approaches.- 6. Information-theoretic Approaches.- 7. Molecular Computing Approaches.- 8. Statistical Learning Approaches.- 9. Machine Learning Approaches.- 10. Metaheuristics of DR Methods.- 11. Appendices.