An Introduction to Data Analysis using Aggregation Functions in R
This textbook helps future data analysts comprehend aggregation function theory and methods in an accessible way, focusing on a fundamental understanding of the data and summarization tools. Offering a broad overview of recent trends in aggregation research, it complements any study in statistical or machine learning techniques. Readers will learn how to program key functions in R without obtaining an extensive programming background.Sections of the textbook cover background information and context, aggregating data with averaging functions, power means, and weighted averages including the Borda count. It explains how to transform data using normalization or scaling and standardization, as well as log, polynomial, and rank transforms. The section on averaging with interaction introduces OWS functions and the Choquet integral, simple functions that allow the handling of non-independent inputs. The final chapters examine software analysis with an emphasis on parameter identification rather than technical aspects.This textbook is designed for students studying computer science or business who are interested in tools for summarizing and interpreting data, without requiring a strong mathematical background. It is also suitable for those working on sophisticated data science techniques who seek a better conception of fundamental data aggregation. Solutions to the practice questions are included in the textbook.
yazar | Simon James |
---|---|
Boyutlar ve boyutlar | 15.49 x 1.27 x 23.5 cm |
Tarafından yayınlandı | 29 Haziran 2018 |
18,9 x 0,6 x 24,6 cm 18,9 x 0,5 x 24,6 cm 18,9 x 0,4 x 24,6 cm ROBERT H BORK ERWIN N GRISWOLD Kolektif 28 Ekim 2011 30 Ekim 2011 Mdpi AG 1 Ocak 2017 18,9 x 0,2 x 24,6 cm 18,9 x 0,3 x 24,6 cm 15 x 0,5 x 22 cm WADE H MCCREE 28 Şubat 2018 Additional Contributors 3 Ocak 2017 29 Ekim 2011
okumak okumak kayıt olmadan
Sürüm ayrıntıları
yazar | Simon James |
---|---|
isbn 10 | 3319835793 |
isbn 13 | 978-3319835792 |
Yayımcı | Springer |
Boyutlar ve boyutlar | 15.49 x 1.27 x 23.5 cm |
Tarafından yayınlandı An Introduction to Data Analysis using Aggregation Functions in R | 29 Haziran 2018 |
En son kitaplar
benzer kitaplar
CMOS Single Chip Fast Frequency Hopping Synthesizers for Wireless Multi-Gigahertz Applications: Design Methodology, Analysis, and Implementation (Analog Circuits and Signal Processing)
okumak kayıt olmadan
Health, Safety and Well-being of Migrant Workers: New Hazards, New Workers (Aligning Perspectives on Health, Safety and Well-Being)
okumak kayıt olmadan
The Economics of Telecommunication Services: An Engineering Perspective (Textbooks in Telecommunication Engineering)
okumak kayıt olmadan
Posture africaniste et culture d’entreprise: L’approche humaniste revisitée: L'approche humaniste revisitee (OMN.UNIV.EUROP.)
okumak kayıt olmadan
Nitrogenation Strategy for the Synthesis of N-containing Compounds (Springerbriefs in Molecular Science)
okumak kayıt olmadan
CMOS Single Chip Fast Frequency Hopping Synthesizers for Wireless Multi-Gigahertz Applications: Design Methodology, Analysis, and Implementation (Analog Circuits and Signal Processing)
okumak kayıt olmadan
Health, Safety and Well-being of Migrant Workers: New Hazards, New Workers (Aligning Perspectives on Health, Safety and Well-Being)
okumak kayıt olmadan
The Economics of Telecommunication Services: An Engineering Perspective (Textbooks in Telecommunication Engineering)
okumak kayıt olmadan
Posture africaniste et culture d’entreprise: L’approche humaniste revisitée: L'approche humaniste revisitee (OMN.UNIV.EUROP.)
okumak kayıt olmadan
Nitrogenation Strategy for the Synthesis of N-containing Compounds (Springerbriefs in Molecular Science)
okumak kayıt olmadan