{"title":"Improving Your DOE - Analysis with Response Transformations","authors":"Shari Kraber","doi":"10.1177/87560879211069688","DOIUrl":null,"url":null,"abstract":"The typical data analysis from a designed experiment (DOE) uses analysis of variance (ANOVA). Characteristics of a good model include having statistically significant model terms (and doing model reduction to remove insignificant terms), along with good lack of fit statistics and ideally, higher adjusted R-squared and predicted R-squared values. Beyond this, it is important that the underlying statistical assumptions for the use of ANOVA are verified. These assumptions include:","PeriodicalId":16823,"journal":{"name":"Journal of Plastic Film & Sheeting","volume":"38 1","pages":"15 - 20"},"PeriodicalIF":2.1000,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Plastic Film & Sheeting","FirstCategoryId":"88","ListUrlMain":"https://doi.org/10.1177/87560879211069688","RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"MATERIALS SCIENCE, COATINGS & FILMS","Score":null,"Total":0}
引用次数: 0
Abstract
The typical data analysis from a designed experiment (DOE) uses analysis of variance (ANOVA). Characteristics of a good model include having statistically significant model terms (and doing model reduction to remove insignificant terms), along with good lack of fit statistics and ideally, higher adjusted R-squared and predicted R-squared values. Beyond this, it is important that the underlying statistical assumptions for the use of ANOVA are verified. These assumptions include:
期刊介绍：
The Journal of Plastic Film and Sheeting improves communication concerning plastic film and sheeting with major emphasis on the propogation of knowledge which will serve to advance the science and technology of these products and thus better serve industry and the ultimate consumer. The journal reports on the wide variety of advances that are rapidly taking place in the technology of plastic film and sheeting. This journal is a member of the Committee on Publication Ethics (COPE).
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