Discovering knowledge in data an introduction to data mining

• Main Author: Larose, Daniel T
• Format: Electronic Book
• Language: English
• Published: Hoboken, N.J. Wiley-Interscience c2005
• Subjects: Εξόρυξη δεδομένων

Table of Contents:

• Introduction to data mining
• Data preprocessing
• Exploratory data analysis
• Statistical approaches to estimation and prediction
• K-nearest neighbor algorithm
• Decision trees
• Neural networks
• Hierarchical and k-means clustering
• Kohonen networks
• Association rules
• Model evaluation techniques