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Analysis of Multivariate and High-Dimensional Data
Af: Inge Koch
Engelsk
Bogcover for Analysis of Multivariate and High-Dimensional Data af Inge Koch, 9780521887939
Specifikationer
Sprog:
Engelsk
Sider:
526
ISBN-13:
9780521887939
Indbinding:
Hardback
ISBN-10:
0521887933
Udg. Dato:
2 dec 2013
Størrelse i cm:
26,0 x 18,0 x 2,9
Oplagsdato:
2 dec 2013
Forfatter(e):

Analysis of Multivariate and High-Dimensional Data

Af: Inge Koch
Engelsk
Hardback 2013
Format:

Bog beskrivelse
''Big data'' poses challenges that require both classical multivariate methods and contemporary techniques from machine learning and engineering. This modern text equips you for the new world - integrating the old and the new, fusing theory and practice and bridging the gap to statistical learning. The theoretical framework includes formal statements that set out clearly the guaranteed ''safe operating zone'' for the methods and allow you to assess whether data is in the zone, or near enough. Extensive examples showcase the strengths and limitations of different methods with small classical data, data from medicine, biology, marketing and finance, high-dimensional data from bioinformatics, functional data from proteomics, and simulated data. High-dimension low-sample-size data gets special attention. Several data sets are revisited repeatedly to allow comparison of methods. Generous use of colour, algorithms, Matlab code, and problem sets complete the package. Suitable for master''s/graduate students in statistics and researchers in data-rich disciplines.
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Specifikationer
Sprog:
Engelsk
Sider:
526
ISBN-13:
9780521887939
Indbinding:
Hardback
ISBN-10:
0521887933
Udg. Dato:
2 dec 2013
Størrelse i cm:
26,0 x 18,0 x 2,9
Oplagsdato:
2 dec 2013
Forfatter(e):
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