Menu
Rendelés állapotának ellenőrzése
Kapcsolat
Könyv Visualization and Imputation of Missing Values Matthias Templ

Visualization and Imputation of Missing Values

With Applications in R

Szerző: Matthias Templ
Nyelv: Angol
Kötés: Kemény kötésű
Kiadó: Springer, Berlin
Elérhetőség: Beszállítói készleten
Küldés 10-13 napon belül
61 609 Ft
This book explores visualization and imputation techniques for missing values and presents practical...

Információk a könyvről

Szerző
Matthias Templ
Nyelv
Angol
Kötés
Könyv - Kemény kötésű
Kiadva
2023
oldal
466
EAN
9783031300721
Enbook ID
43083584
Kiadó
Springer, Berlin
Súly
852
Méretek
155 x 235

Teljes leírás

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.

Érdekelheti

Power and the Glory

Graham Greene
3 959 Ft

Horae Hebraicae

George Montagu
16 313 Ft

Scientific Thinking in Speech and Language Therapy

Carmel Lum
30 423 Ft

When We Live: A Collection of Philosophy and Poetry

MR a Alexander
3 174 Ft

Three Hares: The Jade Dragonball

Scott Lauder
3 587 Ft

Rescuing Titanic

Flora Delargy
3 959 Ft

To Let

John Sir Galsworthy
16 313 Ft

TIME FOR KIDS SPECTACULAR SEA CREATURES

CATHERINE NIKI
2 918 Ft

Swiss Family Robinson

Johann David Wyss
3 201 Ft

How To Wake a Butterfly

Ekinga Loic Ekinga
5 382 Ft

Sourdough by Science - Understanding Bread Making for Successful Baking

Karyn Lynn Newman
10 163 Ft

Azok a vásárlók, akik ezt a könyvet megvásárolták, a következőket is megvásárolták

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

Evans Tony
5 423 Ft

Just Another Way To Be Me

8 570 Ft

Les Maîtres de guerre - nouvelle édition

Youssef Daoudi
7 416 Ft

Nouvelles Annales Des Voyages, Volumes 3-4...

Conrad Malte-Brun
12 799 Ft

Pamela V1: Ou La Vertu Recompensee (1742)

Samuel Richardson
15 245 Ft

Thothův Tarot

Aleister Crowley
9 952 Ft