Nonparametric analysis of interactions: A review and gap analysis

María Isabel Salazar-Alvarez, Víctor G. Tercero-Gómez, María Del Carmen Temblador-Pérez, Alvaro Eduardo Cordero-Franco, William Jay Conover

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Scopus citations

Abstract

To improve a system, from a statistical process control approach, tools from the field of design and analysis of experiments might be used. Within this field, experimental and observational studies address the issue of finding causal relationships between potential factors and response variables. To collect data, experimental design techniques are used to obtain information about the different factors of interest. This is followed by an analysis typically performed with ANOVA or regression techniques, where normality of residuals is frequently assumed. Nevertheless, many processes are not prone to having normally distributed errors, outliers might be present, and observations might be heteroscedastic, which diminish the power of detecting effects on the response variable. To address this issue, nonparametric procedures have been developed. However, most techniques are focused on detecting main effects; and only a few of them take into account interactions. This paper discusses the problem of assessing interactions with the fixed effects model, presents a literature review of nonparametric approaches to interactions testing, and concludes with a gap analysis to identify future research avenues. Practitioners looking for nonparametric alternatives to ANOVA, especially when dealing with interactions, may find these research results useful.

Original languageEnglish
Title of host publicationIIE Annual Conference and Expo 2014
PublisherInstitute of Industrial Engineers
Pages2910-2917
Number of pages8
ISBN (Electronic)9780983762430
StatePublished - 2014
EventIIE Annual Conference and Expo 2014 - Montreal, Canada
Duration: May 31 2014Jun 3 2014

Publication series

NameIIE Annual Conference and Expo 2014

Conference

ConferenceIIE Annual Conference and Expo 2014
CountryCanada
CityMontreal
Period05/31/1406/3/14

Keywords

  • Analysis of experiments
  • Distribution free
  • Fixed effects
  • Literature review
  • Research trends

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