Algorithms for Data Science [E-Book] / by Brian Steele, John Chandler, Swarna Reddy.
Steele, Brian, (author)
Chandler, John, (author) / Reddy, Swarna, (author)
Cham : Springer International Publishing, 2016
XXIII, 430 p. 48 illus., 30 illus. in color. online resource.
englisch
9783319457970
10.1007/978-3-319-45797-0
Full Text
Table of Contents:
  • Introduction
  • Data Mapping and Data Dictionaries
  • Scalable Algorithms and Associative Statistics
  • Hadoop and MapReduce
  • Data Visualization
  • Linear Regression Methods
  • Healthcare Analytics
  • Cluster Analysis
  • k-Nearest Neighbor Prediction Functions
  • The Multinomial Naive Bayes Prediction Function
  • Forecasting
  • Real-time Analytics.