Share

Model-Based Clustering and Classification for Data Science

2019-07-25 Business & Economics
Download Model-Based Clustering and Classification for Data Science PDF Online Free

Author :
Release : 2019-07-25
Genre : Business & Economics
Kind : eBook
Book Rating : 20X/5 ( reviews)

GET EBOOK


Book Synopsis Model-Based Clustering and Classification for Data Science by : Charles Bouveyron

Download or read book Model-Based Clustering and Classification for Data Science written by Charles Bouveyron. This book was released on 2019-07-25. Available in PDF, EPUB and Kindle. Book excerpt: Colorful example-rich introduction to the state-of-the-art for students in data science, as well as researchers and practitioners.

Time Series Clustering and Classification

2019-03-19 Mathematics
Download Time Series Clustering and Classification PDF Online Free

Author :
Release : 2019-03-19
Genre : Mathematics
Kind : eBook
Book Rating : 304/5 ( reviews)

GET EBOOK


Book Synopsis Time Series Clustering and Classification by : Elizabeth Ann Maharaj

Download or read book Time Series Clustering and Classification written by Elizabeth Ann Maharaj. This book was released on 2019-03-19. Available in PDF, EPUB and Kindle. Book excerpt: The beginning of the age of artificial intelligence and machine learning has created new challenges and opportunities for data analysts, statisticians, mathematicians, econometricians, computer scientists and many others. At the root of these techniques are algorithms and methods for clustering and classifying different types of large datasets, including time series data. Time Series Clustering and Classification includes relevant developments on observation-based, feature-based and model-based traditional and fuzzy clustering methods, feature-based and model-based classification methods, and machine learning methods. It presents a broad and self-contained overview of techniques for both researchers and students. Features Provides an overview of the methods and applications of pattern recognition of time series Covers a wide range of techniques, including unsupervised and supervised approaches Includes a range of real examples from medicine, finance, environmental science, and more R and MATLAB code, and relevant data sets are available on a supplementary website

Data Clustering: Theory, Algorithms, and Applications, Second Edition

2020-11-10 Mathematics
Download Data Clustering: Theory, Algorithms, and Applications, Second Edition PDF Online Free

Author :
Release : 2020-11-10
Genre : Mathematics
Kind : eBook
Book Rating : 332/5 ( reviews)

GET EBOOK


Book Synopsis Data Clustering: Theory, Algorithms, and Applications, Second Edition by : Guojun Gan

Download or read book Data Clustering: Theory, Algorithms, and Applications, Second Edition written by Guojun Gan. This book was released on 2020-11-10. Available in PDF, EPUB and Kindle. Book excerpt: Data clustering, also known as cluster analysis, is an unsupervised process that divides a set of objects into homogeneous groups. Since the publication of the first edition of this monograph in 2007, development in the area has exploded, especially in clustering algorithms for big data and open-source software for cluster analysis. This second edition reflects these new developments, covers the basics of data clustering, includes a list of popular clustering algorithms, and provides program code that helps users implement clustering algorithms. Data Clustering: Theory, Algorithms and Applications, Second Edition will be of interest to researchers, practitioners, and data scientists as well as undergraduate and graduate students.

Model-Based Clustering, Classification, and Density Estimation Using mclust in R

2023-04-20 Mathematics
Download Model-Based Clustering, Classification, and Density Estimation Using mclust in R PDF Online Free

Author :
Release : 2023-04-20
Genre : Mathematics
Kind : eBook
Book Rating : 346/5 ( reviews)

GET EBOOK


Book Synopsis Model-Based Clustering, Classification, and Density Estimation Using mclust in R by : Luca Scrucca

Download or read book Model-Based Clustering, Classification, and Density Estimation Using mclust in R written by Luca Scrucca. This book was released on 2023-04-20. Available in PDF, EPUB and Kindle. Book excerpt: Model-Based Clustering, Classification, and Denisty Estimation Using mclust in R Model-based clustering and classification methods provide a systematic statistical approach to clustering, classification, and density estimation via mixture modeling. The model-based framework allows the problems of choosing or developing an appropriate clustering or classification method to be understood within the context of statistical modeling. The mclust package for the statistical environment R is a widely adopted platform implementing these model-based strategies. The package includes both summary and visual functionality, complementing procedures for estimating and choosing models. Key features of the book: An introduction to the model-based approach and the mclust R package A detailed description of mclust and the underlying modeling strategies An extensive set of examples, color plots, and figures along with the R code for reproducing them Supported by a companion website, including the R code to reproduce the examples and figures presented in the book, errata, and other supplementary material Model-Based Clustering, Classification, and Density Estimation Using mclust in R is accessible to quantitatively trained students and researchers with a basic understanding of statistical methods, including inference and computing. In addition to serving as a reference manual for mclust, the book will be particularly useful to those wishing to employ these model-based techniques in research or applications in statistics, data science, clinical research, social science, and many other disciplines.

Classification, Clustering, and Data Analysis

2012-12-06 Computers
Download Classification, Clustering, and Data Analysis PDF Online Free

Author :
Release : 2012-12-06
Genre : Computers
Kind : eBook
Book Rating : 810/5 ( reviews)

GET EBOOK


Book Synopsis Classification, Clustering, and Data Analysis by : Krzystof Jajuga

Download or read book Classification, Clustering, and Data Analysis written by Krzystof Jajuga. This book was released on 2012-12-06. Available in PDF, EPUB and Kindle. Book excerpt: The book presents a long list of useful methods for classification, clustering and data analysis. By combining theoretical aspects with practical problems, it is designed for researchers as well as for applied statisticians and will support the fast transfer of new methodological advances to a wide range of applications.

You may also like...