How to Customize Designs in General Linear Models and ANOVA/MANOVA

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1 How to Customize Designs in General Linear Models and ANOVA/MANOVA Abstract Dell Statistica is an analytics software package that offers data preparation, statistics, data mining and predictive analytics, machine learning, model deployment and reporting. The product includes both a general linear model (GLM) module and an ANOVA/MANOVA 1 module, which is a subset of GLM. In previous versions of the product, the default design for GLM and ANOVA/MANOVA was full factorial; now, by default, Statistica displays only the main effects in these models. However, it s easy to customize your Statistica model in a variety of ways to suit your purposes. This technical brief will step you through the process of customizing a simple design using the GLM module. You can use a similar procedure to customize your designs in the ANOVA/MANOVA module. Customizing the design of a sample GLM The sample data set The sample data set, Rats.sta, contains measurements of performance of three different rat strains in solving a maze (by learning to run straight to the food placed in a particular location, without errors). The following variables are included: STRAIN Each rat s general ability to solve the maze is described as bright, mixed or dull. ENVIRNMT This variable represents whether the rat was raised in a free or restricted environment. ERRORS The dependent variable is the number of errors made by each rat in the maze. 1 Analysis of variance (ANOVA) is a univariate statistical test procedure for comparing significant differences between means for groups or variables. Multivariate analysis of variance (MANOVA) is a generalized form of ANOVA for comparing multivariate means of several groups.

2 To open the data set, select the Home tab and in the File group, click the Open arrow. On the menu, select Open Examples to display the Open a STATISTICA Data File dialog box. Double-click the Datasets folder, and then open Rats.sta. Step 1: Configure the analysis. Select the Statistics tab. In the Advanced/ Multivariate group, click Advanced Models and select General linear models to display the General Linear Models (GLM) screen, as shown in Figure 1. In the Type of analysis list, ensure that General linear models is selected, and in the Specification method list, ensure that Quick specs dialog is selected. It s easy to customize your Statistica GLM or ANOVA/MANOVA model in a variety of ways to suit your purposes. Figure 1. Configuring the GLM analysis 2

3 Figure 2. The GLM General linear models dialog box Step 2: Specify the variables. Click the OK button to display the GLM General linear models dialog box, as shown in Figure 2. Click the Variables button to display the variables selection dialog box, and select the following (see Figure 3): Dependent variables: ERRORS Categorical factors: ENVIRNMT and STRAIN Then click the OK button. Figure 3. Selecting the dependent variables and categorical factors 3

4 Step 3: View the default design. In the GLM General linear models dialog, click the OK button to display the GLM Results dialog box (see Figure 4). Click the All effects/graphs button to display the Table of All Effects, as shown in Figure 5. Notice that only the main effects are shown. By default, only the main effects are shown. Step 4: Customize the design to the full factorial design. To customize the design, click the Cancel button to return to the GLM Results dialog box (shown in Figure 4). Click the Modify button to return to the GLM General linear models dialog box (shown in Figure 2). Then click the Between effects button to display the GLM Between Effects dialog box (see Figure 6). With the options in this dialog box, you can customize the design of your model. Figure 4. The GLM Results dialog box Figure 5. By default, only the main effects are shown. 4

5 With the options in the GLM Between Effects dialog box, you can customize the design of your model. Figure 6. The GLM Between Effects dialog box With the Use default effects for the between design option button selected, the options in the Predictor variables, Method and Effects in between design group boxes are not available. In this case, the default design would be created for the current categorical and continuous predictor variables (that is, only the main effects would be shown). 5

6 To select multiple variables, either hold down the CTRL key while clicking on the variables or drag the mouse over the list. Figure 7. Customizing the design Instead, select the Use custom effects for the between design button, and select both the variables in the Predictor variables - Categorical box, as shown in Figure 7. You can select multiple variables either by holding down the CTRL key while clicking on the variables or by dragging the mouse over the list. In the Method group box, click the Full factorial button. Note that the Effects in between design box displays the full factorial design; this is the design that will be specified for the analysis. Then click OK. 6

7 Figure 8. The Between Effects box now shows the full factorial design. Notice that the Between Effects box in the GLM General linear models dialog box now shows the full factorial design, as illustrated in Figure 8. Click OK to continue. In the GLM Results dialog box (Figure 4), click the All Effects/Graphs button. In the Table of All Effects, note that the interaction effect has been added to the design (see Figure 9). Conclusion By default, Statistica displays only the main effects for the selected variables in GLM and ANOVA/MANOVA models but it s easy to customize the design in a variety of ways. Be sure to explore all the methods available in the GLM Between Effects dialog box. By default, Statistica displays only the main effects for the selected variables in GLM and ANOVA/MANOVA models but it s easy to customize the design in a variety of ways. Figure 9. The interaction effect has been added to the design. 7

8 For More Information 2014 Dell, Inc. ALL RIGHTS RESERVED. This document contains proprietary information protected by copyright. No part of this document may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopying and recording for any purpose without the written permission of Dell, Inc. ( Dell ). Dell, Dell Software, the Dell Software logo and products as identified in this document are registered trademarks of Dell, Inc. in the U.S.A. and/or other countries. All other trademarks and registered trademarks are property of their respective owners. The information in this document is provided in connection with Dell products. No license, express or implied, by estoppel or otherwise, to any intellectual property right is granted by this document or in connection with the sale of Dell products. EXCEPT AS SET FORTH IN DELL S TERMS AND CONDITIONS AS SPECIFIED IN THE LICENSE AGREEMENT FOR THIS PRODUCT, DELL ASSUMES NO LIABILITY WHATSOEVER AND DISCLAIMS ANY EXPRESS, IMPLIED OR STATUTORY WARRANTY RELATING TO ITS PRODUCTS INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTY OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE, OR NON-INFRINGEMENT. IN NO EVENT SHALL DELL BE LIABLE FOR ANY DIRECT, INDIRECT, CONSEQUENTIAL, PUNITIVE, SPECIAL OR INCIDENTAL DAMAGES (INCLUDING, WITHOUT LIMITATION, DAMAGES FOR LOSS OF PROFITS, BUSINESS INTERRUPTION OR LOSS OF INFORMATION) ARISING OUT OF THE USE OR INABILITY TO USE THIS DOCUMENT, EVEN IF DELL HAS BEEN ADVISED OF THE POSSIBILITY OF SUCH DAMAGES. Dell makes no representations or warranties with respect to the accuracy or completeness of the contents of this document and reserves the right to make changes to specifications and product descriptions at any time without notice. Dell does not make any commitment to update the information contained in this document. About Dell Software Dell Software helps customers unlock greater potential through the power of technology delivering scalable, affordable and simple-to-use solutions that simplify IT and mitigate risk. The Dell Software portfolio addresses five key areas of customer needs: data center and cloud management, information management, mobile workforce management, security and data protection. This software, when combined with Dell hardware and services, drives unmatched efficiency and productivity to accelerate business results. If you have any questions regarding your potential use of this material, contact: Dell Software 5 Polaris Way Aliso Viejo, CA Refer to our Web site for regional and international office information. 8 TechBrief-Statistica-CustomizeDesigns-KS-24886

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