| 000 -LEADER |
|---|
| fixed length control field |
02376cam a22003498i 4500 |
| 003 - CONTROL NUMBER IDENTIFIER |
|---|
| control field |
OSt |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
|---|
| control field |
20230929091456.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
|---|
| fixed length control field |
221028s2023 mau b 001 0 eng |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
9780262545914 |
| Qualifying information |
(paperback) |
|
|---|
| Canceled/invalid ISBN |
9780262374927 |
| Qualifying information |
(epub) |
|
|---|
| Canceled/invalid ISBN |
9780262374910 |
| Qualifying information |
(pdf) |
| 040 ## - CATALOGING SOURCE |
|---|
| Original cataloging agency |
DLC |
| Language of cataloging |
eng |
| Description conventions |
rda |
| Transcribing agency |
DLC |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Huber, Martin, |
| 9 (RLIN) |
7256 |
| 245 10 - TITLE STATEMENT |
|---|
| Title |
Causal analysis: impact evaluation and causal machine learning with applications in R |
| 263 ## - PROJECTED PUBLICATION DATE |
|---|
| Projected publication date |
2306 |
| 264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE |
|---|
| Place of production, publication, distribution, manufacture |
Cambridge, Massachusetts |
| Name of producer, publisher, distributor, manufacturer |
The MIT Press, |
| Date of production, publication, distribution, manufacture, or copyright notice |
[2023] |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
pages cm |
| 336 ## - CONTENT TYPE |
|---|
| Content type term |
text |
| Content type code |
txt |
| Source |
rdacontent |
| 337 ## - MEDIA TYPE |
|---|
| Media type term |
unmediated |
| Media type code |
n |
| Source |
rdamedia |
| 338 ## - CARRIER TYPE |
|---|
| Carrier type term |
volume |
| Carrier type code |
nc |
| Source |
rdacarrier |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc. note |
Includes bibliographical references and index. |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc. |
A comprehensive and cutting-edge introduction to quantitative methods of causal analysis, including new trends in machine learning.<br/><br/>Reasoning about cause and effect—the consequence of doing one thing versus another—is an integral part of our lives as human beings. In an increasingly digital and data-driven economy, the importance of sophisticated causal analysis only deepens. Presenting the most important quantitative methods for evaluating causal effects, this textbook provides graduate students and researchers with a clear and comprehensive introduction to the causal analysis of empirical data. Martin Huber's accessible approach highlights the intuition and motivation behind various methods while also providing formal discussions of key concepts using statistical notation. Causal Analysis covers several methodological developments not covered in other texts, including new trends in machine learning, the evaluation of interaction or interference effects, and recent research designs such as bunching or kink designs. |
| Assigning source |
Provided by publisher. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name entry element |
Social sciences |
| General subdivision |
Research. |
| 9 (RLIN) |
7257 |
|
|---|
| Topical term or geographic name entry element |
Causation. |
| 9 (RLIN) |
6991 |
|
|---|
| Topical term or geographic name entry element |
Inference. |
| 9 (RLIN) |
6992 |
|
|---|
| Topical term or geographic name entry element |
Econometrics. |
| 9 (RLIN) |
7258 |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY |
|---|
| Relationship information |
Online version: |
| Main entry heading |
Huber, Martin, 1980- |
| Title |
Causal analysis |
| Place, publisher, and date of publication |
Cambridge, Massachusetts : The MIT Press, [2023] |
| International Standard Book Number |
9780262374927 |
| Record control number |
(DLC) 2022033286 |
| 856 ## - ELECTRONIC LOCATION AND ACCESS |
|---|
| Materials specified |
Details (publisher) |
| Uniform Resource Identifier |
<a href="https://mitpress.mit.edu/9780262545914/causal-analysis/">https://mitpress.mit.edu/9780262545914/causal-analysis/</a> |
| 906 ## - LOCAL DATA ELEMENT F, LDF (RLIN) |
|---|
| a |
7 |
| b |
cbc |
| c |
orignew |
| d |
1 |
| e |
ecip |
| f |
20 |
| g |
y-gencatlg |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Source of classification or shelving scheme |
|
| Koha item type |
Monography |
