Design and analysis of experiments and observational studies using R (Record no. 7769)
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000 -LEADER | |
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fixed length control field | 02323nam a22002177a 4500 |
005 - DATE AND TIME OF LATEST TRANSACTION | |
control field | 20241129111016.0 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 241129b |||||||| |||| 00| 0 eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 9780367456856 |
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER | |
Classification number | 519.57 |
Item number | TAB |
100 ## - MAIN ENTRY--PERSONAL NAME | |
Personal name | Taback, Nathan |
245 ## - TITLE STATEMENT | |
Title | Design and analysis of experiments and observational studies using R |
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
Name of publisher, distributor, etc. | CRC Press |
Place of publication, distribution, etc. | Boca Raton |
Date of publication, distribution, etc. | 2022 |
300 ## - PHYSICAL DESCRIPTION | |
Extent | xxii, 265 p. |
365 ## - TRADE PRICE | |
Price type code | GBP |
Price amount | 84.99 |
490 ## - SERIES STATEMENT | |
Series statement | Chapman & Hall/CRC Texts in Statistical Science Series |
500 ## - GENERAL NOTE | |
General note | Table of content:<br/>1 Introduction 2 Mathematical Statistics: Simulation and Computation 3 Comparing Two Treatments 4 Power and Sample Size 5 Comparing More Than Two Treatments 6 Factorial Designs at Two Levels - 2k Designs 7 Causal Inference<br/>[https://www.routledge.com/Design-and-Analysis-of-Experiments-and-Observational-Studies-using-R/Taback/p/book/9780367456856] |
520 ## - SUMMARY, ETC. | |
Summary, etc. | Introduction to Design and Analysis of Scientific Studies exposes undergraduate and graduate students to the foundations of classical experimental design and observational studies through a modern framework - The Rubin Causal Model. A causal inference framework is important in design, data collection and analysis since it provides a framework for investigators to readily evaluate study limitations and draw appropriate conclusions. R is used to implement designs and analyse the data collected.<br/><br/>Features:<br/><br/>Classical experimental design with an emphasis on computation using tidyverse packages in R.<br/>Applications of experimental design to clinical trials, A/B testing, and other modern examples.<br/>Discussion of the link between classical experimental design and causal inference.<br/>The role of randomization in experimental design and sampling in the big data era.<br/>Exercises with solutions.<br/>Instructor slides in RMarkdown, a new R package will be developed to be used with book, and a bookdown version of the book will be freely available. The proposed book will emphasize ethics, communication and decision making as part of design, data analysis, and statistical thinking.<br/><br/>(https://www.routledge.com/Design-and-Analysis-of-Experiments-and-Observational-Studies-using-R/Taback/p/book/9780367456856) |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Experimental design |
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name as entry element | Research statistical methods |
942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
Koha item type | Book |
Source of classification or shelving scheme | Dewey Decimal Classification |
Withdrawn status | Lost status | Source of classification or shelving scheme | Damaged status | Not for loan | Collection code | Bill No | Bill Date | Home library | Current library | Shelving location | Date acquired | Source of acquisition | Cost, normal purchase price | Total Checkouts | Full call number | Accession Number | Date last seen | Copy number | Cost, replacement price | Price effective from | Koha item type |
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Dewey Decimal Classification | Operations Management & Quantitative Techniques | TB2632 | 19-11-2024 | Indian Institute of Management LRC | Indian Institute of Management LRC | General Stacks | 11/29/2024 | Technical Bureau India Pvt. Ltd. | 6386.15 | 519.57 TAB | 006657 | 11/29/2024 | 1 | 9824.84 | 11/29/2024 | Book |