Model-Based Clustering and Classification for Data Science

Released on by Charles Bouveyron
preview-18

  • Model-Based Clustering and Classification for Data Science Book Detail

  • Author : Charles Bouveyron
  • Release Date : 2019-07-25
  • Publisher : Cambridge University Press
  • Genre : Mathematics
  • Pages : 447
  • ISBN 13 : 1108640591
  • File Size : 7,7 MB
DOWNLOAD BOOK

Model-Based Clustering and Classification for Data Science by Charles Bouveyron PDF Summary

Book Description: 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.

Disclaimer: www.yourbookbest.com does not own Model-Based Clustering and Classification for Data Science books pdf, neither created or scanned. We just provide the link that is already available on the internet, public domain and in Google Drive. If any way it violates the law or has any issues, then kindly mail us via contact us page to request the removal of the link.

The Catholic Myth

The Catholic Myth

File Size : 13,13 MB
Total View : 6596 Views
DOWNLOAD

For the past three decades, Andrew Greeley, priest, sociologist, and bestselling author, has researched the behavior and beliefs of American Catholics. Here he

The Theory That Would Not Die

The Theory That Would Not Die

File Size : 86,86 MB
Total View : 5823 Views
DOWNLOAD

"This account of how a once reviled theory, Baye’s rule, came to underpin modern life is both approachable and engrossing" (Sunday Times). A New York Times Bo