Data Mining

Data Mining

Concepts and Techniques

Han, Jiawei; Tong, Hanghang; Pei, Jian

Elsevier Science & Technology

10/2022

752

Mole

Inglês

9780128117606

15 a 20 dias

1. Introduction
2. Data, measurements, and data processing
3. Data warehousing and online analytical processing
4. Pattern mining: basic concepts and methods
5. Pattern mining: advanced methods
6. Classification: basic concepts and methods
7. Classification: advanced methods
8. Cluster analysis: basic concepts and methods
9. Cluster analysis: advanced methods
10. Deep learning
11. Outlier Detection
12. Data mining trends and research frontiers
Appendix: Mathematical background
databases; data warehouses; predictive analysis; machine learning; pattern discovery; optimization; big data; complex data; attributes; discretization; data cube; Apriori Algorithm; graph patterns; Bayesian Classification; neural networks; cluster analysis; social network analysis; Monte Carlo methods