Rudolf Mathar,
Gholamreza Alirezaei,
Emilio Balda,
Arash Behboodi
e.a.
Springer International Publishing
e druk, 2020
9783030568306
Fundamentals of Data Analytics
With a View to Machine Learning
Specificaties
Gebonden, blz.
|
Engels
Springer International Publishing |
2020
ISBN13: 9783030568306
Rubricering
Levertijd ongeveer 9 werkdagen
Gratis verzonden
Samenvatting
This book introduces the basic methodologies for successful data analytics. Matrix optimization and approximation are explained in detail and extensively applied to dimensionality reduction by principal component analysis and multidimensional scaling. Diffusion maps and spectral clustering are derived as powerful tools. The methodological overlap between data science and machine learning is emphasized by demonstrating how data science is used for classification as well as supervised and unsupervised learning.
Specificaties
ISBN13:9783030568306
Taal:Engels
Bindwijze:gebonden
Uitgever:Springer International Publishing
Inhoudsopgave
1 Introduction.- 2 Prerequisites from Matrix Analysis.- 3 Multivariate Distributions and Moments.- 4 Dimensionality Reduction.- 5 Classification and Clustering.- 6 Support Vector Machines.- 7 Machine Learning.- Index.<br>