EXPANSION OF ANALYSIS OF VARIANCE WITH SOME RANDOM FACTORS

In an experiment, generally, the level of the observed factor is specifically selected by the experimenter to determine their effect on the associated response variable. However, in some conditions, the experimenter wants to know the effect of the possible set of levels on the observed factor so tha...

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Main Author: Sintha Ully, Yuniar
Format: Final Project
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/55188
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:55188
spelling id-itb.:551882021-06-16T08:21:36ZEXPANSION OF ANALYSIS OF VARIANCE WITH SOME RANDOM FACTORS Sintha Ully, Yuniar Indonesia Final Project Intensity of Mucle Object, Bone Object, Factorial design, ANOVA, MANOVA. INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/55188 In an experiment, generally, the level of the observed factor is specifically selected by the experimenter to determine their effect on the associated response variable. However, in some conditions, the experimenter wants to know the effect of the possible set of levels on the observed factor so that the level is randomly selected. Cases like this could be solved with the Analysis of Variance (ANOVA) method with several adjustments. Furthermore, if the experiment has more than one response variable, a special method is needed which is the expansion of the ANOVA method, namely the Multivariate Analysis of Variance (MANOVA) method. In this undergraduate thesis, a case study using ANOVA and MANOVA methods is carried out on the intensity data of the gray scale of muscle and bone objects with frequency, current, and sequence as factors. By using the ANOVA method, the result shows that sequence always has a significant effect on muscle objects and that the interaction between frequency, current, and sequence always has a significant effect on both muscle and bone objects. In addition, it is also obtained that the factors and interactions that significantly influence the MANOVA method are a combination of significant factors and interactions in the ANOVA method for both muscle bone objects. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
description In an experiment, generally, the level of the observed factor is specifically selected by the experimenter to determine their effect on the associated response variable. However, in some conditions, the experimenter wants to know the effect of the possible set of levels on the observed factor so that the level is randomly selected. Cases like this could be solved with the Analysis of Variance (ANOVA) method with several adjustments. Furthermore, if the experiment has more than one response variable, a special method is needed which is the expansion of the ANOVA method, namely the Multivariate Analysis of Variance (MANOVA) method. In this undergraduate thesis, a case study using ANOVA and MANOVA methods is carried out on the intensity data of the gray scale of muscle and bone objects with frequency, current, and sequence as factors. By using the ANOVA method, the result shows that sequence always has a significant effect on muscle objects and that the interaction between frequency, current, and sequence always has a significant effect on both muscle and bone objects. In addition, it is also obtained that the factors and interactions that significantly influence the MANOVA method are a combination of significant factors and interactions in the ANOVA method for both muscle bone objects.
format Final Project
author Sintha Ully, Yuniar
spellingShingle Sintha Ully, Yuniar
EXPANSION OF ANALYSIS OF VARIANCE WITH SOME RANDOM FACTORS
author_facet Sintha Ully, Yuniar
author_sort Sintha Ully, Yuniar
title EXPANSION OF ANALYSIS OF VARIANCE WITH SOME RANDOM FACTORS
title_short EXPANSION OF ANALYSIS OF VARIANCE WITH SOME RANDOM FACTORS
title_full EXPANSION OF ANALYSIS OF VARIANCE WITH SOME RANDOM FACTORS
title_fullStr EXPANSION OF ANALYSIS OF VARIANCE WITH SOME RANDOM FACTORS
title_full_unstemmed EXPANSION OF ANALYSIS OF VARIANCE WITH SOME RANDOM FACTORS
title_sort expansion of analysis of variance with some random factors
url https://digilib.itb.ac.id/gdl/view/55188
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