Hurtig levering
Fremragende Trustpilot
Op til 20% Rabat på nye medlemsordrer
Kurv
Elements of Causal Inference
SPAR
kr 112
A concise and self-contained introduction to causal inference, increasingly important in data science and machine learning.

The mathematization of causality is a relatively recent development, and has become increasingly important in data science and machine learning. This book offers a self-contained and concise introduction to causal models and how to learn them from data.

After explaining the need for causal models and discussing some of the principles underlying causal inference, the book teaches readers how to use causal models: how to compute intervention distributions, how to infer causal models from observational and interventional data, and how causal ideas could be exploited for classical machine learning problems. All of these topics are discussed first in terms of two variables and then in the more general multivariate case. The bivariate case turns out to be a particularly hard problem for causal learning because there are no conditional independences as used by classical methods for solving multivariate cases. The authors consider analyzing statistical asymmetries between cause and effect to be highly instructive, and they report on their decade of intensive research into this problem.

The book is accessible to readers with a background in machine learning or statistics, and can be used in graduate courses or as a reference for researchers. The text includes code snippets that can be copied and pasted, exercises, and an appendix with a summary of the most important technical concepts.

Eksklusiv medlemspris 372 kr
Medlemspris 383 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
5 - 7 hverdage
10 kr
Lavt pakkegebyr
Normalpris 484 kr
Fragt: 59 kr
7 - 10 hverdage
20 kr
Pakkegebyr
Spar 112 kr
Se vores konkurrenters priser her
God 15.846 anmeldelser på
A concise and self-contained introduction to causal inference, increasingly important in data science and machine learning.

The mathematization of causality is a relatively recent development, and has become increasingly important in data science and machine learning. This book offers a self-contained and concise introduction to causal models and how to learn them from data.

After explaining the need for causal models and discussing some of the principles underlying causal inference, the book teaches readers how to use causal models: how to compute intervention distributions, how to infer causal models from observational and interventional data, and how causal ideas could be exploited for classical machine learning problems. All of these topics are discussed first in terms of two variables and then in the more general multivariate case. The bivariate case turns out to be a particularly hard problem for causal learning because there are no conditional independences as used by classical methods for solving multivariate cases. The authors consider analyzing statistical asymmetries between cause and effect to be highly instructive, and they report on their decade of intensive research into this problem.

The book is accessible to readers with a background in machine learning or statistics, and can be used in graduate courses or as a reference for researchers. The text includes code snippets that can be copied and pasted, exercises, and an appendix with a summary of the most important technical concepts.

Produktdetaljer
Sprog: Engelsk
Sider: 288
ISBN-13: 9780262037310
Indbinding: Hardback
Udgave:
ISBN-10: 0262037319
Kategori: Machine learning
Udg. Dato: 29 nov 2017
Længde: 24mm
Bredde: 183mm
Højde: 236mm
Oplagsdato: 29 nov 2017
Forfatter(e) Dominik Janzing, Bernhard Scholkopf, Jonas Peters, Bernhard (Director of the Max Planck Institute for Intelligent in Tubingen Schoelkopf, Jonas (Associate Professor of Statistics Peters, Dominik (Senior Research Scientist Janzing, Bernhard Schoelkopf


Kategori Machine learning


Sprog Engelsk


Indbinding Hardback


Sider 288


Udgave


Længde 24mm


Bredde 183mm


Højde 236mm


Udg. Dato 29 nov 2017


Oplagsdato 29 nov 2017

MEDLEMSFORDELE
GRATIS FRAGT
SPAR OP TIL 90%
Andre har også købt
BOG (PAPERBACK)
Eksklusiv medlemspris kr 372

kr 438
Normalpris
kr 379
Medlemspris
SPAR
kr 66
BOG (HÆFTET)
Eksklusiv medlemspris kr 189

kr 280
Normalpris
kr 198
Medlemspris
SPAR
kr 91
BOG (INDBUNDET)
Eksklusiv medlemspris kr 380

kr 499
Normalpris
kr 392
Medlemspris
SPAR
kr 119
BOG (INDBUNDET)
Eksklusiv medlemspris kr 208

kr 299
Normalpris
kr 217
Medlemspris
SPAR
kr 91
BOG (INDBUNDET)
Eksklusiv medlemspris kr 262

kr 349
Normalpris
kr 271
Medlemspris
SPAR
kr 87
BOG (INDBUNDET)
Eksklusiv medlemspris kr 329

kr 499
Normalpris
kr 346
Medlemspris
SPAR
kr 170
BOG (INDBUNDET)
Eksklusiv medlemspris kr 183

kr 270
Normalpris
kr 192
Medlemspris
SPAR
kr 87
BOG (INDBUNDET)
Eksklusiv medlemspris kr 919

kr 1.499
Normalpris
kr 977
Medlemspris
SPAR
kr 580
BOG (INDBUNDET)
Eksklusiv medlemspris kr 220

kr 320
Normalpris
kr 230
Medlemspris
SPAR
kr 100
BOG (INDBUNDET)
Eksklusiv medlemspris kr 203

kr 300
Normalpris
kr 213
Medlemspris
SPAR
kr 97
BOG (HÆFTET)
Eksklusiv medlemspris kr 27

kr 227
Normalpris
kr 47
Medlemspris
SPAR
kr 200
BOG (HÆFTET)
Eksklusiv medlemspris kr 191

kr 269
Normalpris
kr 199
Medlemspris
SPAR
kr 78
BOG (HÆFTET)
Eksklusiv medlemspris kr 297

kr 350
Normalpris
kr 302
Medlemspris
SPAR
kr 53
BOG (HÆFTET)
Eksklusiv medlemspris kr 59

kr 129
Normalpris
kr 66
Medlemspris
SPAR
kr 70
BOG (HÆFTET)
Eksklusiv medlemspris kr 314

kr 349
Normalpris
kr 318
Medlemspris
SPAR
kr 35
BOG (HÆFTET)
Eksklusiv medlemspris kr 211

kr 299
Normalpris
kr 220
Medlemspris
SPAR
kr 88
BOG (PAPERBACK)
Eksklusiv medlemspris kr 166

kr 201
Normalpris
kr 170
Medlemspris
SPAR
kr 35
BOG (INDBUNDET)
Eksklusiv medlemspris kr 214

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

kr 140
Normalpris
kr 109
Medlemspris
SPAR
kr 34
BOG (HÆFTET)
Eksklusiv medlemspris kr 207

kr 269
Normalpris
kr 213
Medlemspris
SPAR
kr 62
Vi anbefaler også
BOG (PAPERBACK)
Eksklusiv medlemspris kr 323

kr 349
Normalpris
kr 326
Medlemspris
SPAR
kr 26
BOG (PAPERBACK)
Eksklusiv medlemspris kr 485

kr 619
Normalpris
kr 498
Medlemspris
SPAR
kr 134
BOG (HARDBACK)
Eksklusiv medlemspris kr 564

kr 732
Normalpris
kr 581
Medlemspris
SPAR
kr 168
BOG (PAPERBACK)
Eksklusiv medlemspris kr 446

kr 563
Normalpris
kr 458
Medlemspris
SPAR
kr 117
BOG (PAPERBACK)
Eksklusiv medlemspris kr 604

kr 788
Normalpris
kr 622
Medlemspris
SPAR
kr 184
BOG (PAPERBACK)
Eksklusiv medlemspris kr 455

kr 518
Normalpris
kr 461
Medlemspris
SPAR
kr 63
BOG (HARDBACK)
Eksklusiv medlemspris kr 604

kr 709
Normalpris
kr 615
Medlemspris
SPAR
kr 105
BOG (HARDBACK)
Eksklusiv medlemspris kr 875

kr 1.058
Normalpris
kr 893
Medlemspris
SPAR
kr 183
BOG (HARDBACK)
Eksklusiv medlemspris kr 796

kr 1.126
Normalpris
kr 829
Medlemspris
SPAR
kr 330
BOG (HARDBACK)
Eksklusiv medlemspris kr 911

kr 1.148
Normalpris
kr 935
Medlemspris
SPAR
kr 237
BOG (HARDBACK)
Eksklusiv medlemspris kr 643

kr 844
Normalpris
kr 663
Medlemspris
SPAR
kr 201
BOG (HARDBACK)
Eksklusiv medlemspris kr 774

kr 991
Normalpris
kr 796
Medlemspris
SPAR
kr 217
BOG (PAPERBACK)
Eksklusiv medlemspris kr 919

kr 1.239
Normalpris
kr 951
Medlemspris
SPAR
kr 320
BOG (PAPERBACK)
Eksklusiv medlemspris kr 376

kr 416
Normalpris
kr 380
Medlemspris
SPAR
kr 40
BOG (PAPERBACK)
Eksklusiv medlemspris kr 407

kr 506
Normalpris
kr 417
Medlemspris
SPAR
kr 99
BOG (PAPERBACK)
Eksklusiv medlemspris kr 455

kr 518
Normalpris
kr 461
Medlemspris
SPAR
kr 63
BOG (PAPERBACK)
Eksklusiv medlemspris kr 682

kr 901
Normalpris
kr 704
Medlemspris
SPAR
kr 219
BOG (PAPERBACK)
Eksklusiv medlemspris kr 485

kr 619
Normalpris
kr 498
Medlemspris
SPAR
kr 134
BOG (HARDBACK)
Eksklusiv medlemspris kr 643

kr 844
Normalpris
kr 663
Medlemspris
SPAR
kr 201
BOG (HARDBACK)
Eksklusiv medlemspris kr 569

kr 664
Normalpris
kr 579
Medlemspris
SPAR
kr 95