Exam 10: Multivariate Methods of Marketing Research I: Factor, cluster, and Discriminant Analyses

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Varimax rotation involves an oblique rotation of the factors.

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Use the following table from a cluster analysis to answer the following questions. Agglomeration Schedule for Centroid Hierarchical Cluster Analysis Use the following table from a cluster analysis to answer the following questions. Agglomeration Schedule for Centroid Hierarchical Cluster Analysis    -When is discriminant analysis appropriate? -When is discriminant analysis appropriate?

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A principle component can be defined as z=b1X1+b2X2++bmXmz = b _ { 1 } X _ { 1 } + b _ { 2 } X _ { 2 } + \ldots + b _ { m } X _ { m } Where the b values

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In examining factor loadings in a factor analysis,a high loading would have a score

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The principal .reason for rotating a factor analysis solution is to increase the amount of "explained" variance in the variables.

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Varimax rotation in factor analysis will tell researchers the optimal number of factors they should have in a data reduction situation.

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A discriminant function is a linear combination of the independent variables that makes the predicted mean for each category as different as possible.This function is of the form DF=v1X1+V2X2++VmXmD F = v _ { 1 } X _ { 1 } + \mathcal { V } _ { 2 } X _ { 2 } + \ldots + \mathcal { V } _ { m } X _ { m }

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Statisticians often call the clusters obtained through cluster analysis "latent" because they need to be discerned via analysis and are not directly observable.

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Use the following table from a cluster analysis to answer the following questions. Agglomeration Schedule for Centroid Hierarchical Cluster Analysis Use the following table from a cluster analysis to answer the following questions. Agglomeration Schedule for Centroid Hierarchical Cluster Analysis    -After the first 3 clusters are formed,there are 9 clusters remaining, -After the first 3 clusters are formed,there are 9 clusters remaining,

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_______________ refer(s)to how well all the factors in the solution taken together explain each of the variables.

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Use the following table from a cluster analysis to answer the following questions. Agglomeration Schedule for Centroid Hierarchical Cluster Analysis Use the following table from a cluster analysis to answer the following questions. Agglomeration Schedule for Centroid Hierarchical Cluster Analysis    -If the researcher were to stop after the centroid distance of 0.683 with 6 remaining clusters,identify each cluster and which brands are in it. -If the researcher were to stop after the centroid distance of 0.683 with 6 remaining clusters,identify each cluster and which brands are in it.

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Factor analysis uses three steps in arriving at a solution.The first step is to

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The basic idea of _______________ is to find a linear combination of the independent variables that makes the mean scores across categories of the dependent variable as different as possible.

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The v's of a DF are estimated so that F=SSbetween SSwithin F = \frac { S S _ { \text {between } } } { S S _ { \text {within } } } is minimized.

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Suppose a factor analysis results in 8 factors and that the communality for variable 12 is 0.863.The 0.863

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All of the following are underlying reasons for the increased use of multivariate analysis techniques except

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Use the following table from a cluster analysis to answer the following questions. Agglomeration Schedule for Centroid Hierarchical Cluster Analysis Use the following table from a cluster analysis to answer the following questions. Agglomeration Schedule for Centroid Hierarchical Cluster Analysis    -When Heineken joins with a cluster,identify all of the other brands already in the cluster it joins. -When Heineken joins with a cluster,identify all of the other brands already in the cluster it joins.

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A confusion matrix crosstabulates the distances between discriminant functions to facilitate graphical analysis.

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When analyzing a nominal dependent variable in terms of several interval independent variables,researchers use

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What is a discriminant function,and how does it relate to cluster analysis and segmentation?

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