Hurtig levering
Fremragende Trustpilot
Op til 20% Rabat på nye medlemsordrer
Kurv
Constrained Principal Component Analysis and Related Techniques
Af: Yoshio Takane Engelsk Hardback
SPAR
kr 178
Constrained Principal Component Analysis and Related Techniques
Af: Yoshio Takane Engelsk Hardback

In multivariate data analysis, regression techniques predict one set of variables from another while principal component analysis (PCA) finds a subspace of minimal dimensionality that captures the largest variability in the data.

  • How can regression analysis and PCA be combined in a beneficial way?
  • Why and when is it a good idea to combine them?
  • What kind of benefits are we getting from them?

Addressing these questions, Constrained Principal Component Analysis and Related Techniques shows how constrained PCA (CPCA) offers a unified framework for these approaches.

The book begins with four concrete examples of CPCA that provide readers with a basic understanding of the technique and its applications. It gives a detailed account of two key mathematical ideas in CPCA: projection and singular value decomposition. The author then describes the basic data requirements, models, and analytical tools for CPCA and their immediate extensions. He also introduces techniques that are special cases of or closely related to CPCA and discusses several topics relevant to practical uses of CPCA. The book concludes with a technique that imposes different constraints on different dimensions (DCDD), along with its analytical extensions. MATLAB® programs for CPCA and DCDD as well as data to create the book’s examples are available on the author’s website.

Eksklusiv medlemspris 858 kr
Medlemspris 876 kr
Eksklusiv medlemspris og medlemspris er kun for medlemmer. Du bliver automatisk medlem når du køber til eksklusiv medlemspris eller medlemspris. Få 7 dages gratis medlemskab (herefter automatisk 89 kr/30 dage). Læs mere om fordelene
Gratis fragt
23 - 25 hverdage
10 kr
Lavt pakkegebyr
Normalpris 1.036 kr
Fragt: 59 kr
23 - 25 hverdage
20 kr
Pakkegebyr
Spar 178 kr
Se vores konkurrenters priser her
God 15.872 anmeldelser på

In multivariate data analysis, regression techniques predict one set of variables from another while principal component analysis (PCA) finds a subspace of minimal dimensionality that captures the largest variability in the data.

  • How can regression analysis and PCA be combined in a beneficial way?
  • Why and when is it a good idea to combine them?
  • What kind of benefits are we getting from them?

Addressing these questions, Constrained Principal Component Analysis and Related Techniques shows how constrained PCA (CPCA) offers a unified framework for these approaches.

The book begins with four concrete examples of CPCA that provide readers with a basic understanding of the technique and its applications. It gives a detailed account of two key mathematical ideas in CPCA: projection and singular value decomposition. The author then describes the basic data requirements, models, and analytical tools for CPCA and their immediate extensions. He also introduces techniques that are special cases of or closely related to CPCA and discusses several topics relevant to practical uses of CPCA. The book concludes with a technique that imposes different constraints on different dimensions (DCDD), along with its analytical extensions. MATLAB® programs for CPCA and DCDD as well as data to create the book’s examples are available on the author’s website.

Produktdetaljer
Sprog: Engelsk
Sider: 251
ISBN-13: 9781466556669
Indbinding: Hardback
Udgave:
ISBN-10: 1466556668
Udg. Dato: 24 okt 2013
Længde: 21mm
Bredde: 240mm
Højde: 179mm
Oplagsdato: 24 okt 2013
Forfatter(e): Yoshio Takane
Forfatter(e) Yoshio Takane


Kategori Sandsynlighedsregning og statistik


Sprog Engelsk


Indbinding Hardback


Sider 251


Udgave


Længde 21mm


Bredde 240mm


Højde 179mm


Udg. Dato 24 okt 2013


Oplagsdato 24 okt 2013

MEDLEMSFORDELE
GRATIS FRAGT
SPAR OP TIL 90%
Andre har også købt
BOG (INDBUNDET)
Eksklusiv medlemspris kr 380

kr 499
Normalpris
kr 392
Medlemspris
SPAR
kr 119
BOG (INDBUNDET)
Eksklusiv medlemspris kr 199

kr 320
Normalpris
kr 211
Medlemspris
SPAR
kr 121
BOG (HÆFTET)
Eksklusiv medlemspris kr 200

kr 280
Normalpris
kr 208
Medlemspris
SPAR
kr 80
BOG (INDBUNDET)
Eksklusiv medlemspris kr 214

kr 320
Normalpris
kr 225
Medlemspris
SPAR
kr 106
BOG (HÆFTET)
Eksklusiv medlemspris kr 188

kr 269
Normalpris
kr 196
Medlemspris
SPAR
kr 81
BOG (INDBUNDET)
Eksklusiv medlemspris kr 199

kr 299
Normalpris
kr 209
Medlemspris
SPAR
kr 100
BOG (INDBUNDET)
Eksklusiv medlemspris kr 199

kr 299
Normalpris
kr 209
Medlemspris
SPAR
kr 100
BOG (INDBUNDET)
Eksklusiv medlemspris kr 294

kr 399
Normalpris
kr 305
Medlemspris
SPAR
kr 105
BOG (INDBUNDET)
Eksklusiv medlemspris kr 179

kr 249
Normalpris
kr 186
Medlemspris
SPAR
kr 70
BOG (HÆFTET)
Eksklusiv medlemspris kr 175

kr 269
Normalpris
kr 184
Medlemspris
SPAR
kr 94
BOG (INDBUNDET)
Eksklusiv medlemspris kr 919

kr 1.499
Normalpris
kr 977
Medlemspris
SPAR
kr 580
BOG (INDBUNDET)
Eksklusiv medlemspris kr 203

kr 300
Normalpris
kr 213
Medlemspris
SPAR
kr 97
BOG (PAPERBACK)
Eksklusiv medlemspris kr 115

kr 119
Normalpris
kr 115
Medlemspris
SPAR
kr 4
BOG (HÆFTET)
Eksklusiv medlemspris kr 249

kr 249
Normalpris
kr 249
Medlemspris
BOG (HÆFTET)
Eksklusiv medlemspris kr 203

kr 300
Normalpris
kr 213
Medlemspris
SPAR
kr 97
BOG (HÆFTET)
Eksklusiv medlemspris kr 149

kr 249
Normalpris
kr 159
Medlemspris
SPAR
kr 100
BOG (INDBUNDET)
Eksklusiv medlemspris kr 214

kr 320
Normalpris
kr 225
Medlemspris
SPAR
kr 106
BOG (HÆFTET)
Eksklusiv medlemspris kr 207

kr 269
Normalpris
kr 213
Medlemspris
SPAR
kr 62
BOG (INDBUNDET)
Eksklusiv medlemspris kr 183

kr 270
Normalpris
kr 192
Medlemspris
SPAR
kr 87
BOG (PAPERBACK)
Eksklusiv medlemspris kr 166

kr 201
Normalpris
kr 170
Medlemspris
SPAR
kr 35
Vi anbefaler også
BOG (PAPERBACK)
Eksklusiv medlemspris kr 455

kr 518
Normalpris
kr 461
Medlemspris
SPAR
kr 63
BOG (HARDBACK)
Eksklusiv medlemspris kr 910

kr 1.104
Normalpris
kr 929
Medlemspris
SPAR
kr 194
BOG (HARDBACK)
Eksklusiv medlemspris kr 761

kr 1.014
Normalpris
kr 786
Medlemspris
SPAR
kr 253
BOG (HARDBACK)
Eksklusiv medlemspris kr 840

kr 1.126
Normalpris
kr 869
Medlemspris
SPAR
kr 286
BOG (PAPERBACK)
Eksklusiv medlemspris kr 761

kr 1.014
Normalpris
kr 786
Medlemspris
SPAR
kr 253
BOG (PAPERBACK)
Eksklusiv medlemspris kr 840

kr 1.126
Normalpris
kr 869
Medlemspris
SPAR
kr 286
BOG (PAPERBACK)
Eksklusiv medlemspris kr 682

kr 901
Normalpris
kr 704
Medlemspris
SPAR
kr 219
BOG (PAPERBACK)
Eksklusiv medlemspris kr 577

kr 675
Normalpris
kr 587
Medlemspris
SPAR
kr 98
BOG (HARDBACK)
Eksklusiv medlemspris kr 591

kr 719
Normalpris
kr 604
Medlemspris
SPAR
kr 128
BOG (PAPERBACK)
Eksklusiv medlemspris kr 595

kr 698
Normalpris
kr 605
Medlemspris
SPAR
kr 103
BOG (PAPERBACK)
Eksklusiv medlemspris kr 569

kr 664
Normalpris
kr 579
Medlemspris
SPAR
kr 95
BOG (PAPERBACK)
Eksklusiv medlemspris kr 485

kr 619
Normalpris
kr 498
Medlemspris
SPAR
kr 134
BOG (PAPERBACK)
Eksklusiv medlemspris kr 525

kr 607
Normalpris
kr 533
Medlemspris
SPAR
kr 82
BOG (PAPERBACK)
Eksklusiv medlemspris kr 446

kr 563
Normalpris
kr 458
Medlemspris
SPAR
kr 117
BOG (PAPERBACK)
Eksklusiv medlemspris kr 481

kr 552
Normalpris
kr 488
Medlemspris
SPAR
kr 71