Fundamentals of Data Analytics With a View to Machine Learning
Başlık:
Fundamentals of Data Analytics With a View to Machine Learning
ISBN:
9783030568313
Personal Author:
Edition:
1st ed. 2020.
Yayın Bilgileri:
Cham : Springer International Publishing : Imprint: Springer, 2020.
Fiziksel Tanımlama:
XI, 127 p. 41 illus., 28 illus. in color. online resource.
Contents:
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.
Abstract:
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. .
Ek Kurum Yazarı:
Dil:
English