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Charles Bouveyron | Akateeminen Kirjakauppa

MODEL-BASED CLUSTERING AND CLASSIFICATION FOR DATA SCIENCE: WITH APPLICATIONS IN R

Model-Based Clustering and Classification for Data Science: With Applications in R
Charles Bouveyron; Gilles Celeux; T. Brendan Murphy; Adrian E. Raftery
Cambridge University Press (2019)
Kovakantinen kirja
87,60
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Siirry koriin
Model-Based Clustering and Classification for Data Science: With Applications in R
87,60 €
Cambridge University Press
Sivumäärä: 446 sivua
Asu: Kovakantinen kirja
Julkaisuvuosi: 2019, 25.07.2019 (lisätietoa)
Kieli: Englanti
Tuotesarja: Cambridge Series in Statistical and Probabilistic Mathematics
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.

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Tilaustuote | Arvioimme, että tuote lähetetään meiltä noin 3-4 viikossa | Tilaa jouluksi viimeistään 27.11.2024
Myymäläsaatavuus
Helsinki
Tapiola
Turku
Tampere
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ISBN:
9781108494205
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