there are countless of resources dealing with data mining as well as the statistical terms you curious for. . somehow, you should firstly define the purpose of data mining you use since it uses for different field and different way. You can read the book entitle, among which are “Data Mining, Second Edition, Second Edition : Concepts and Techniques,” Metalearning: Applications to Data Mining (Cognitive Technologies), Data Mining: Practical Machine Learning Tools and Techniques (Second Edition), for statistical terms you can read also the book “Multivariate Data Analysis (7th Edition)” the books are available everywhere 🙂