Menu
Află starea comenzii
Contactați-ne
Carte Visualization and Imputation of Missing Values Matthias Templ

Visualization and Imputation of Missing Values

With Applications in R

Autor: Matthias Templ
Limbă: engleză
Legare: Copertă tare
Editura: Springer, Berlin
Disponibilitate: În depozitul extern
Expediem în 10-13 zile
879.27 lei
This book explores visualization and imputation techniques for missing values and presents practical...

Informații despre carte

Autor
Matthias Templ
Limbă
engleză
Legare
Carte - Copertă tare
Publicat
2023
Pagini
466
EAN
9783031300721
Enbook ID
43083584
Editura
Springer, Berlin
Greutate
852
Dimensiuni
155 x 235

Descriere completă

This book explores visualization and imputation techniques for missing values and presents practical applications using the statistical software R. It explains the concepts of common imputation methods with a focus on visualization, description of data problems and practical solutions using R, including modern methods of robust imputation, imputation based on deep learning and imputation for complex data. By describing the advantages, disadvantages and pitfalls of each method, the book presents a clear picture of which imputation methods are applicable given a specific data set at hand.The material covered includes the pre-analysis of data, visualization of missing values in incomplete data, single and multiple imputation, deductive imputation and outlier replacement, model-based methods including methods based on robust estimates, non-linear methods such as tree-based and deep learning methods, imputation of compositional data, imputation quality evaluation from visual diagnostics to precision measures, coverage rates and prediction performance and a description of different model- and design-based simulation designs for the evaluation. The book also features a topic-focused introduction to R and R code is provided in each chapter to explain the practical application of the described methodology. Addressed to researchers, practitioners and students who work with incomplete data, the book offers an introduction to the subject as well as a discussion of recent developments in the field. It is suitable for beginners to the topic and advanced readers alike.

S-ar putea să te intereseze

Scientific Thinking in Speech and Language Therapy

Carmel Lum
436.51 lei

Horae Hebraicae

George Montagu
233.54 lei

When We Live: A Collection of Philosophy and Poetry

MR a Alexander
45.25 lei

Three Hares: The Jade Dragonball

Scott Lauder
52.80 lei

To Let

John Sir Galsworthy
233.54 lei

How To Wake a Butterfly

Ekinga Loic Ekinga
77.24 lei

Sourdough by Science - Understanding Bread Making for Successful Baking

Karyn Lynn Newman
144.33 lei

Swiss Family Robinson

Johann David Wyss
47.16 lei

Clienții care au cumpărat această carte au mai cumpărat și

Pamela V1: Ou La Vertu Recompensee (1742)

Samuel Richardson
218.25 lei

Just Another Way To Be Me

122.70 lei

Un Enfoque del Reino: Reconsiderando El Día de Hoy a la Luz de la Eternidad

Evans Tony
77.04 lei