Targeted Learning: Causal Inference for Observational and Experimental Data

Valutazione media 4
( su 1 valutazioni fornite da GoodReads )
 
9781441997814: Targeted Learning: Causal Inference for Observational and Experimental Data

The statistics profession is at a unique point in history. The need for valid statistical tools is greater than ever; data sets are massive, often measuring hundreds of thousands of measurements for a single subject. The field is ready to move towards clear objective benchmarks under which tools can be evaluated. Targeted learning allows (1) the full generalization and utilization of cross-validation as an estimator selection tool so that the subjective choices made by humans are now made by the machine, and (2) targeting the fitting of the probability distribution of the data toward the target parameter representing the scientific question of interest. This book is aimed at both statisticians and applied researchers interested in causal inference and general effect estimation for observational and experimental data. Part I is an accessible introduction to super learning and the targeted maximum likelihood estimator, including related concepts necessary to understand and apply these methods. Parts II-IX handle complex data structures and topics applied researchers will immediately recognize from their own research, including time-to-event outcomes, direct and indirect effects, positivity violations, case-control studies, censored data, longitudinal data, and genomic studies.

Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.

Book Description:

From the reviews:

“This book is a timely fit and is expected to draw much attention from researchers in the field of causal inference. The book explains the concept of targeted learning, which is an enhanced procedure for estimating targeted causal estimands under the potential outcome framework. … Excellent summaries of complex estimation procedures and methods are ubiquitous, which will be helpful for the nontechnical readers of the book. … This book appears to be a useful reference for Ph.D. students in biostatistics programs.” (Joseph Kang, Journal of the American Statistical Association, June, 2013)

About the Author:

Mark J. van der Laan is a Hsu/Peace Professor of Biostatistics and Statistics at the University of California, Berkeley.  His research concerns causal inference, prediction, adjusting for missing and censored data, and estimation based on high-dimensional observational and experimental biomedical and genomic data.  He is the recipient of the 2005 COPSS Presidents’ and Snedecor Awards, as well as the 2004 Spiegelman Award, and is a Founding Editor for the International Journal of Biostatistics.

Sherri Rose is currently a PhD candidate in the Division of Biostatistics at the University of California, Berkeley.  Her research interests include causal inference, prediction, and applications in rare diseases. Upon completion of her doctoral degree, she will begin an NSF Mathematical Sciences Postdoctoral Research Fellowship at Johns Hopkins Bloomberg School of Public Health.

Le informazioni nella sezione "Su questo libro" possono far riferimento a edizioni diverse di questo titolo.

I migliori risultati di ricerca su AbeBooks

1.

Van Der Laan, Mark J.; Rose, Sherri
Editore: Springer-Verlag New York Inc., United States (2011)
ISBN 10: 1441997814 ISBN 13: 9781441997814
Nuovi Rilegato Quantità: 1
Da
The Book Depository
(London, Regno Unito)
Valutazione libreria
[?]

Descrizione libro Springer-Verlag New York Inc., United States, 2011. Hardback. Condizione libro: New. 239 x 163 mm. Language: English . Brand New Book. The statistics profession is at a unique point in history. The need for valid statistical tools is greater than ever; data sets are massive, often measuring hundreds of thousands of measurements for a single subject. The field is ready to move towards clear objective benchmarks under which tools can be evaluated. Targeted learning allows (1) the full generalization and utilization of cross-validation as an estimator selection tool so that the subjective choices made by humans are now made by the machine, and (2) targeting the fitting of the probability distribution of the data toward the target parameter representing the scientific question of interest. This book is aimed at both statisticians and applied researchers interested in causal inference and general effect estimation for observational and experimental data. Part I is an accessible introduction to super learning and the targeted maximum likelihood estimator, including related concepts necessary to understand and apply these methods. Parts II-IX handle complex data structures and topics applied researchers will immediately recognize from their own research, including time-to-event outcomes, direct and indirect effects, positivity violations, case-control studies, censored data, longitudinal data, and genomic studies. Codice libro della libreria LIB9781441997814

Maggiori informazioni su questa libreria | Fare una domanda alla libreria

Compra nuovo
EUR 135,14
Convertire valuta

Aggiungere al carrello

Spese di spedizione: GRATIS
Da: Regno Unito a: U.S.A.
Destinazione, tempi e costi

2.

Van Der Laan, Mark J.; Rose, Sherri
ISBN 10: 1441997814 ISBN 13: 9781441997814
Nuovi Quantità: 1
Da
book-net
(Sugarland, TX, U.S.A.)
Valutazione libreria
[?]

Descrizione libro Condizione libro: New. New Book. Codice libro della libreria 1441997814SBK

Maggiori informazioni su questa libreria | Fare una domanda alla libreria

Compra nuovo
EUR 136,11
Convertire valuta

Aggiungere al carrello

Spese di spedizione: GRATIS
In U.S.A.
Destinazione, tempi e costi

3.

Van Der Laan, Mark J.; Rose, Sherri
Editore: Springer-Verlag New York Inc., United States (2011)
ISBN 10: 1441997814 ISBN 13: 9781441997814
Nuovi Rilegato Quantità: 1
Da
The Book Depository US
(London, Regno Unito)
Valutazione libreria
[?]

Descrizione libro Springer-Verlag New York Inc., United States, 2011. Hardback. Condizione libro: New. 239 x 163 mm. Language: English . Brand New Book. The statistics profession is at a unique point in history. The need for valid statistical tools is greater than ever; data sets are massive, often measuring hundreds of thousands of measurements for a single subject. The field is ready to move towards clear objective benchmarks under which tools can be evaluated. Targeted learning allows (1) the full generalization and utilization of cross-validation as an estimator selection tool so that the subjective choices made by humans are now made by the machine, and (2) targeting the fitting of the probability distribution of the data toward the target parameter representing the scientific question of interest. This book is aimed at both statisticians and applied researchers interested in causal inference and general effect estimation for observational and experimental data. Part I is an accessible introduction to super learning and the targeted maximum likelihood estimator, including related concepts necessary to understand and apply these methods. Parts II-IX handle complex data structures and topics applied researchers will immediately recognize from their own research, including time-to-event outcomes, direct and indirect effects, positivity violations, case-control studies, censored data, longitudinal data, and genomic studies. Codice libro della libreria LIB9781441997814

Maggiori informazioni su questa libreria | Fare una domanda alla libreria

Compra nuovo
EUR 136,12
Convertire valuta

Aggiungere al carrello

Spese di spedizione: GRATIS
Da: Regno Unito a: U.S.A.
Destinazione, tempi e costi

4.

Van Der Laan, Mark J.; Rose, Sherri
Editore: Springer Verlag (2011)
ISBN 10: 1441997814 ISBN 13: 9781441997814
Nuovi Rilegato Quantità: 1
Da
Revaluation Books
(Exeter, Regno Unito)
Valutazione libreria
[?]

Descrizione libro Springer Verlag, 2011. Hardcover. Condizione libro: Brand New. 1st edition. edition. 697 pages. 9.25x6.25x1.75 inches. In Stock. Codice libro della libreria __1441997814

Maggiori informazioni su questa libreria | Fare una domanda alla libreria

Compra nuovo
EUR 131,79
Convertire valuta

Aggiungere al carrello

Spese di spedizione: EUR 7,11
Da: Regno Unito a: U.S.A.
Destinazione, tempi e costi

5.

Van Der Laan, Mark J.; Rose, Sherri
Editore: Springer-Verlag New York Inc. (2011)
ISBN 10: 1441997814 ISBN 13: 9781441997814
Nuovi Quantità: > 20
Print on Demand
Da
PBShop
(Secaucus, NJ, U.S.A.)
Valutazione libreria
[?]

Descrizione libro Springer-Verlag New York Inc., 2011. HRD. Condizione libro: New. New Book. Shipped from US within 10 to 14 business days. THIS BOOK IS PRINTED ON DEMAND. Established seller since 2000. Codice libro della libreria I1-9781441997814

Maggiori informazioni su questa libreria | Fare una domanda alla libreria

Compra nuovo
EUR 148,47
Convertire valuta

Aggiungere al carrello

Spese di spedizione: EUR 3,76
In U.S.A.
Destinazione, tempi e costi

6.

Van Der Laan, Mark J.; Rose, Sherri
Editore: Springer (2011)
ISBN 10: 1441997814 ISBN 13: 9781441997814
Nuovi Rilegato Quantità: 1
Da
Herb Tandree Philosophy Books
(Stroud, GLOS, Regno Unito)
Valutazione libreria
[?]

Descrizione libro Springer, 2011. Hardback. Condizione libro: NEW. 9781441997814 This listing is a new book, a title currently in-print which we order directly and immediately from the publisher. Codice libro della libreria HTANDREE0298756

Maggiori informazioni su questa libreria | Fare una domanda alla libreria

Compra nuovo
EUR 144,97
Convertire valuta

Aggiungere al carrello

Spese di spedizione: EUR 9,48
Da: Regno Unito a: U.S.A.
Destinazione, tempi e costi

7.

Van Der Laan, Mark J.; Rose, Sherri
Editore: Springer-Verlag New York Inc. (2011)
ISBN 10: 1441997814 ISBN 13: 9781441997814
Nuovi Quantità: > 20
Print on Demand
Da
Books2Anywhere
(Fairford, GLOS, Regno Unito)
Valutazione libreria
[?]

Descrizione libro Springer-Verlag New York Inc., 2011. HRD. Condizione libro: New. New Book. Delivered from our US warehouse in 10 to 14 business days. THIS BOOK IS PRINTED ON DEMAND. Established seller since 2000. Codice libro della libreria I1-9781441997814

Maggiori informazioni su questa libreria | Fare una domanda alla libreria

Compra nuovo
EUR 144,58
Convertire valuta

Aggiungere al carrello

Spese di spedizione: EUR 10,66
Da: Regno Unito a: U.S.A.
Destinazione, tempi e costi

8.

Van Der Laan, Mark J.; Rose, Sherri
Editore: Springer (2011)
ISBN 10: 1441997814 ISBN 13: 9781441997814
Nuovi Rilegato Quantità: 1
Da
Book Deals
(Lewiston, NY, U.S.A.)
Valutazione libreria
[?]

Descrizione libro Springer, 2011. Condizione libro: New. Brand New, Unread Copy in Perfect Condition. A+ Customer Service! Summary: As the size of data sets grows ever larger, the need for valid statistical tools is greater than ever. This book introduces super learning and the targeted maximum likelihood estimator, and discusses complex data structures and related applied topics. Codice libro della libreria ABE_book_new_1441997814

Maggiori informazioni su questa libreria | Fare una domanda alla libreria

Compra nuovo
EUR 159,63
Convertire valuta

Aggiungere al carrello

Spese di spedizione: GRATIS
In U.S.A.
Destinazione, tempi e costi

9.

Van Der Laan, Mark J.; Rose, Sherri
Editore: Springer-Verlag Gmbh Jun 2011 (2011)
ISBN 10: 1441997814 ISBN 13: 9781441997814
Nuovi Quantità: 1
Valutazione libreria
[?]

Descrizione libro Springer-Verlag Gmbh Jun 2011, 2011. Buch. Condizione libro: Neu. 244x163x45 mm. Neuware - The statistics profession is at a unique point in history. The need for valid statistical tools is greater than ever; data sets are massive, often measuring hundreds of thousands of measurements for a single subject. The field is ready to move towards clear objective benchmarks under which tools can be evaluated. Targeted learning allows (1) the full generalization and utilization of cross-validation as an estimator selection tool so that the subjective choices made by humans are now made by the machine, and (2) targeting the fitting of the probability distribution of the data toward the target parameter representing the scientific question of interest. This book is aimed at both statisticians and applied researchers interested in causal inference and general effect estimation for observational and experimental data. Part I is an accessible introduction to super learning and the targeted maximum likelihood estimator, including related concepts necessary to understand and apply these methods. Parts II-IX handle complex data structures and topics applied researchers will immediately recognize from their own research, including time-to-event outcomes, direct and indirect effects, positivity violations, case-control studies, censored data, longitudinal data, and genomic studies. 626 pp. Englisch. Codice libro della libreria 9781441997814

Maggiori informazioni su questa libreria | Fare una domanda alla libreria

Compra nuovo
EUR 155,14
Convertire valuta

Aggiungere al carrello

Spese di spedizione: EUR 12,00
Da: Germania a: U.S.A.
Destinazione, tempi e costi

10.

Van Der Laan, Mark J.; Rose, Sherri
Editore: Springer (2016)
ISBN 10: 1441997814 ISBN 13: 9781441997814
Nuovi Paperback Quantità: 1
Print on Demand
Da
Ria Christie Collections
(Uxbridge, Regno Unito)
Valutazione libreria
[?]

Descrizione libro Springer, 2016. Paperback. Condizione libro: New. PRINT ON DEMAND Book; New; Publication Year 2016; Not Signed; Fast Shipping from the UK. No. book. Codice libro della libreria ria9781441997814_lsuk

Maggiori informazioni su questa libreria | Fare una domanda alla libreria

Compra nuovo
EUR 165,48
Convertire valuta

Aggiungere al carrello

Spese di spedizione: EUR 3,38
Da: Regno Unito a: U.S.A.
Destinazione, tempi e costi

Vedi altre copie di questo libro

Vedi tutti i risultati per questo libro