The following text field will produce suggestions that follow it as you type.

Loading Inventory...

Barnes and Noble

Model-Based Clustering and Classification for Data Science: With Applications in R

Current price: $92.99
Model-Based Clustering and Classification for Data Science: With Applications in R
Model-Based Clustering and Classification for Data Science: With Applications in R

Barnes and Noble

Model-Based Clustering and Classification for Data Science: With Applications in R

Current price: $92.99
Loading Inventory...

Size: OS

Visit retailer's website
*Product Information may vary - to confirm product availability, pricing, and additional information please contact Barnes and Noble
Cluster analysis finds groups in data automatically. Most methods have been heuristic and leave open such central questions as: how many clusters are there? Which method should I use? How should I handle outliers? Classification assigns new observations to groups given previously classified observations, and also has open questions about parameter tuning, robustness and uncertainty assessment. This book frames cluster analysis and classification in terms of statistical models, thus yielding principled estimation, testing and prediction methods, and sound answers to the central questions. It builds the basic ideas in an accessible but rigorous way, with extensive data examples and R code; describes modern approaches to high-dimensional data and networks; and explains such recent advances as Bayesian regularization, non-Gaussian model-based clustering, cluster merging, variable selection, semi-supervised and robust classification, clustering of functional data, text and images, and co-clustering. Written for advanced undergraduates in data science, as well as researchers and practitioners, it assumes basic knowledge of multivariate calculus, linear algebra, probability and statistics.

More About Barnes and Noble at MarketFair Shoppes

Barnes & Noble does business -- big business -- by the book. As the #1 bookseller in the US, it operates about 720 Barnes & Noble superstores (selling books, music, movies, and gifts) throughout all 50 US states and Washington, DC. The stores are typically 10,000 to 60,000 sq. ft. and stock between 60,000 and 200,000 book titles. Many of its locations contain Starbucks cafes, as well as music departments that carry more than 30,000 titles.

Powered by Adeptmind