TY  - BOOK
AU  - Piegorsch,Walter W.
TI  - Statistical data analytics: foundations for data mining, informatics, and knowledge discovery 
SN  - 9781118619650 
U1  - 000SB:006.312 23
PY  - 2015///
CY  - Chichester : 
PB  - John Wiley
KW  - Data mining
KW  - Statistics
KW  - Mathematical statistics
N1  - Includes bibliographical references and index; 1. Data analytics and data mining --
2. Basic probability and statistical distributions --
3. Data manipulation --
4. Data visualization and statistical graphics --
5. Statistical inference --
6. Techniques for supervised learning: simple linear regression --
7. Techniques for supervised learning:  multiple linear regression --
8. Supervised learning: generalized linear models --
9. Supervised learning: classification --
10. Techniques for unsupervised learning: dimension reduction --
11. Techniques for unsupervised learning: clustering and association --
A. Matrix manipulation --
B. Brief introduction to R
N2  - A comprehensive introduction to statistical methods for data mining and knowledge discovery.Applications of data mining and 'big data' increasingly take center stage in our modern, knowledge-driven society, supported by advances in computing power, automated data acquisition, social media development and interactive, linkable internet software. This book presents a coherent, technical introduction to modern statistical learning and analytics, starting from the core foundations of statistics and probability. It includes an overview of probability and statistical distributions, basic
ER  -