Fundamentals of data analytics [Documento eletrónico] : with a view to machine learning / Rudolf Mathar ... [et al.]
Language: eng.Country: Switzerland, Swiss Confederation, Cham.Publication: Cham : Springer International Publishing, 2020Description: XI, 127 p. : il.ISBN: 978-3-030-56831-3.Subject - Topical Name: Estatística, Processamento de dados | Big data | Machine learning Online Resources:Click here to access online| Item type | Current library | Collection | Call number | Copy number | Status | Date due | Barcode | |
|---|---|---|---|---|---|---|---|---|
| E-Books | Biblioteca NOVA FCT Online | Não Ficção | QA276.4.SPR FCT 103727 (Browse shelf(Opens below)) | 1 | Available | 96440 |
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. .
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